Course: Data Science

Final Project-Introduction to Data Science

Team memebers:

Shahzad Momayez- 810100272

Mohammad Amanlou- 810100084

Amir Mahdi Farzaneh- 810100194

Introduction

In this phase, we aim to analyze our dataset further and get a deeper understanding, so that it can help us in the next phase. Analyzing the variables and their relationship would probably help you a lot in achieving the insight you’ll need.

what is EDA?

Exploratory Data Analysis (EDA) is a crucial step in the data analysis process where analysts use various techniques to understand and summarize the main characteristics of a dataset. EDA involves both graphical and quantitative methods to identify patterns, detect anomalies, test hypotheses, and check assumptions.$

Key Objectives of EDA:

1. Understanding the Data Structure: To get a basic understanding of the dataset, including its size, shape, and data types.
2. Summarizing Data: To compute summary statistics (e.g., mean, median, mode, standard deviation) for understanding the distribution and central tendency of the data.
3. Detecting Outliers and Anomalies: To identify unusual data points that may need further investigation or preprocessing.
4. Visualizing Data: To create visual representations (e.g., histograms, scatter plots, box plots) that help in understanding the data distribution and relationships between variables.
5. Identifying Patterns and Relationships: To uncover hidden patterns and relationships in the data that might not be obvious through summary statistics alone.
6. Preparing Data for Modeling: To clean and preprocess the data, making it ready for building predictive models.

Common Techniques and Tools in EDA:

1. Summary Statistics:

   • Descriptive statistics: Mean, median, mode, variance, standard deviation.
   • Frequency tables and cross-tabulations: To understand the distribution of categorical variables.

2. Data Visualization:

   • Histograms: To visualize the distribution of a single numeric variable.
   • Box plots: To identify outliers and understand the spread of the data.
   • Scatter plots: To explore relationships between two numeric variables.
   • Bar charts: To visualize the distribution of categorical variables.
   • Heatmaps: To visualize correlation matrices and identify relationships between variables.

3. Data Cleaning:

   • Handling missing values.
   • Detecting and correcting errors or inconsistencies.
   • Dealing with outliers and unusual data points.

4. Transformations:

   • Applying mathematical transformations (e.g., log, square root) to normalize data and stabilize variance.
   • Encoding categorical variables (e.g., one-hot encoding).

5. Hypothesis Testing:

   • Performing statistical tests to validate assumptions about the data, such as t-tests, chi-square tests, and ANOVA.

Tools for EDA:

• Python Libraries: Pandas, NumPy, Matplotlib, Seaborn, Plotly.
• R Packages: ggplot2, dplyr, tidyr, data.table.
• Software: Excel, Tableau, Power BI for interactive data exploration and visualization.

Example Workflow:

1. Loading Data: Import the dataset from various sources (e.g., CSV files, databases).
2. Initial Exploration: View the dataset’s structure, data types, and summary statistics.
3. Visualization: Create plots to visualize data distributions and relationships.
4. Data Cleaning: Handle missing data and outliers, correct inconsistencies.
5. Feature Engineering: Create new features and transform existing ones.
6. Hypothesis Testing: Conduct tests to validate data assumptions.

Benefits of EDA:

• Insight Generation: Helps in generating insights and understanding the underlying structure of the data.
• Data Quality Assurance: Identifies data quality issues such as missing values, outliers, and inconsistencies.
• Model Preparation: Provides the foundation for building predictive models by selecting and transforming features appropriately.
• Assumption Checking: Verifies the assumptions required for the application of various statistical methods and models.

In summary, EDA is an iterative and open-ended process that involves constant probing and questioning of the data to extract meaningful insights and prepare it for further analysis or modeling.

import pandas as pd
from matplotlib import pyplot as plt
import seaborn as sns
import numpy as np
from scipy import stats

df = pd.read_csv('hotels_in_europe.xls').drop(columns= ["Unnamed: 0"])

df.columns

Index(['name', 'location', 'price', 'rating', 'quality', 'review', 'bed',
       'size', 'distance from centure', 'room_type', 'nights', 'adults',
       'free_canelation'],
      dtype='object')

df.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 7322 entries, 0 to 7321
Data columns (total 13 columns):
 #   Column                 Non-Null Count  Dtype  
---  ------                 --------------  -----  
 0   name                   7322 non-null   object 
 1   location               7322 non-null   object 
 2   price                  7322 non-null   object 
 3   rating                 7129 non-null   float64
 4   quality                7169 non-null   object 
 5   review                 7169 non-null   object 
 6   bed                    7299 non-null   object 
 7   size                   2454 non-null   object 
 8   distance from centure  7322 non-null   float64
 9   room_type              7322 non-null   object 
 10  nights                 7322 non-null   object 
 11  adults                 7322 non-null   object 
 12  free_canelation        583 non-null    object 
dtypes: float64(2), object(11)
memory usage: 743.8+ KB

df.describe()

	rating	distance from centure
count	7129.000000	7322.000000
mean	7.742783	24.699399
std	1.128965	82.440210
min	1.000000	0.500000
25%	7.300000	2.200000
50%	8.000000	3.700000
75%	8.400000	5.800000
max	10.000000	500.000000

What is a dataset?

A dataset is a collection of data, often presented in tabular form, where data is organized into rows and columns. Each row typically represents a single record or observation, and each column represents a different variable or attribute of the data. Datasets are used extensively in various fields such as statistics, machine learning, data analysis, and research to store and manipulate information.

Here are some key components and characteristics of a dataset:

Key Components

1. Rows (Records/Observations):

   • Each row represents a single record or observation. For example, in a dataset of customer information, each row might represent one customer.

2. Columns (Fields/Attributes/Variables):

   • Each column represents a variable or attribute. For example, in a dataset of customer information, columns might include "Name," "Age," "Email," and "Purchase Amount."

3. Data Types:

   • The type of data in each column can vary. Common data types include integers, floats (decimal numbers), strings (text), dates, and categorical values.

Types of Datasets

1. Structured Datasets:

   • These datasets have a clear, defined structure, typically in the form of tables (e.g., databases, CSV files, Excel spreadsheets).

2. Unstructured Datasets:

   • These datasets lack a predefined format and include data types such as text documents, images, audio files, and videos.

3. Semi-Structured Datasets:

   • These contain elements of both structured and unstructured data, such as JSON or XML files, where the data is organized but not in a tabular format.

Sources of Datasets

1. Public Repositories:

   • Websites like Kaggle, UCI Machine Learning Repository, and government data portals provide datasets for public use.

2. Databases:

   • Many organizations store their data in relational databases (e.g., MySQL, PostgreSQL) or NoSQL databases (e.g., MongoDB).

3. APIs:

   • Some services offer APIs that allow users to retrieve data programmatically (e.g., Twitter API for tweet data, OpenWeather API for weather data).

Examples of Datasets

1. Customer Information Dataset:

   | CustomerID | Name    | Age | Email           | Purchase Amount |
   |------------|---------|-----|-----------------|-----------------|
   | 1          | Alice   | 30  | alice@example.com | 120.50          |
   | 2          | Bob     | 25  | bob@example.com   | 75.00           |
   

2. Iris Flower Dataset:

   • This is a classic dataset used in machine learning, containing measurements of different attributes of iris flowers and their species:

   | SepalLength | SepalWidth | PetalLength | PetalWidth | Species    |
   |-------------|------------|-------------|------------|------------|
   | 5.1         | 3.5        | 1.4         | 0.2        | setosa     |
   | 4.9         | 3.0        | 1.4         | 0.2        | setosa     |
   

Usage of Datasets

1. Data Analysis:

   • Analyzing datasets to find trends, patterns, and insights.

2. Machine Learning:

   • Training machine learning models on datasets to make predictions or classify data.

3. Research:

   • Collecting and analyzing data to support research findings and hypotheses.

4. Business Intelligence:

   • Using data to inform business decisions and strategy.

In summary, a dataset is a structured collection of data that can be used for various analytical purposes, and it forms the backbone of data-driven decision-making in many fields.

description of all columns of the df:

• name: shows the name of the hotels in europe
• location: indicates the "city" and the "neighbourhood" of that hotel
• price: shows the price of hotel in US$. (in dollor)
• rating: indicates the rate of the hotel from 10.
• quality: shows the quality of the hotel
• review: shows how many times this hotel has been reviewd.
• bed: shows the number of the beds it has.
• distance from centure: shows the distance of the from centure of the city.
• room_type: shows the type of the room in the hotel that had been reserved.
• nights: indicates the number of nights the room has been reserved.
• adults: shows the room has been reserved for how many adults.

preprocess

---

.The given code snippet is a part of a data manipulation process using the Pandas library in Python. It focuses on extracting specific components from a string column in a DataFrame and creating new columns based on these components. this "location" coulumn containd 2 different information about the neighborhood and the city. so we replace "location" with 2 different columns:

1. neighborhood
2. city

df['city'] = df['location'].str.split().str[-1]

df['neighbourhood'] = df['location'].str.split(',').str[0]

unique_values = df['quality'].unique()
print(unique_values)

['Good' 'Very good' 'Fabulous' 'Superb' 'Review score' 'Exceptional' nan
 'Good 7.3' 'Superb 9.0' 'Fabulous 8.9' 'Fabulous 8.7' 'Exceptional 9.6'
 'Review score 6.4' 'Very good 8.1']

sorted_df = df.sort_values(by='rating', ascending=True)

mapping = {'Review score' : 0, "Guest rating" : 0 ,'Good' : 1, 'Very good' : 2,'Fabulous' : 3, 'Superb' : 4 , 'Exceptional' : 5}
df['quality_val'] = df['quality'].map(mapping)

df['nights2'] = pd.to_numeric(df['nights'].str.split().str[0])
df['adults2'] = pd.to_numeric(df['adults'].str.split().str[0])

# df['bed2'] = pd.to_numeric(df['bed'].str.split().str[0])
df['review'] = df['review'].str.replace(',', '')
df['price'] = df['price'].str.replace(',', '')
df['review2'] = pd.to_numeric(df['review'].str.split().str[0])
df['price2'] = pd.to_numeric(df['price'].str.split().str[1])//58000

df['bed2'] = pd.to_numeric(df['bed'].str.split().str[0], errors='coerce')

df['rating'] = pd.to_numeric(df['rating'])

df['dfc'] = pd.to_numeric(df['distance from centure'])

numerical_df = df.select_dtypes(include=[int, float])

def fill_nan(main_df):
    try:
      main_df_without_null = main_df.drop("size", axis=1)
      main_df_without_null = main_df_without_null.drop("free_canelation", axis=1)
    except:
      main_df_without_null = main_df

    main_df_without_null['bed2'].fillna(main_df_without_null['bed2'].median(), inplace=True)
    main_df_without_null['quality_val'].fillna(main_df_without_null['quality_val'].median(), inplace=True)
    main_df_without_null.head()
    main_df_without_null.isna().sum()
    return main_df_without_null

df = fill_nan(df)

C:\Users\User\AppData\Local\Temp\ipykernel_21132\70697506.py:8: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.
The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.

For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.


  main_df_without_null['bed2'].fillna(main_df_without_null['bed2'].median(), inplace=True)
C:\Users\User\AppData\Local\Temp\ipykernel_21132\70697506.py:9: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.
The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.

For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.


  main_df_without_null['quality_val'].fillna(main_df_without_null['quality_val'].median(), inplace=True)

df.head()

	name	location	price	rating	quality	review	bed	distance from centure	room_type	nights	adults	city	neighbourhood	quality_val	nights2	adults2	review2	price2	bed2	dfc
0	WIT Hotel	9th arr., Paris	IRR 7951542	7.1	Good	3300 reviews	1 double bed	1.9	Suite	1 night	1 adult	Paris	9th arr.	1.0	1	1	3300.0	137	1.0	1.9
1	UCPA SPORT STATION HOSTEL PARIS	19th arr., Paris	IRR 1397677	8.0	Very good	5921 reviews	1 single bed	4.6	Single Bed in 6-Bed Dormitory Room	1 night	1 adult	Paris	19th arr.	2.0	1	1	5921.0	24	1.0	4.6
2	Timhotel Montmartre	18th arr., Paris	IRR 7569083	8.3	Very good	2532 reviews	1 single bed	3.4	Comfort Single Room	1 night	1 adult	Paris	18th arr.	2.0	1	1	2532.0	130	1.0	3.4
3	Hôtel Galileo Champs Elysées	8th arr., Paris	IRR 6447737	8.6	Fabulous	1457 reviews	1 large double bed	4.2	Classic Room	1 night	1 adult	Paris	8th arr.	3.0	1	1	1457.0	111	1.0	4.2
4	Hôtel Le Daum	12th arr., Paris	IRR 7913496	8.3	Very good	1273 reviews	1 double bed	4.1	Comfort Double Room	1 night	1 adult	Paris	12th arr.	2.0	1	1	1273.0	136	1.0	4.1

df.isna().sum()

name                       0
location                   0
price                      0
rating                   193
quality                  153
review                   153
bed                       23
distance from centure      0
room_type                  0
nights                     0
adults                     0
city                       0
neighbourhood              0
quality_val                0
nights2                    0
adults2                    0
review2                  153
price2                     0
bed2                       0
dfc                        0
dtype: int64

df.drop(columns = ["location" , "price" , "nights" , "adults" , "review" , "bed" , 'distance from centure' ] , inplace = True)

df.rename(columns={"nights2" : "nights", "adults2" : "adults","review2" : "review","price2" : "price","bed2" : "bed"}, inplace=True)

df.columns = df.columns.str.replace('2$', '')
numerical_df = df.select_dtypes(include=[int, float])

df['rating'].fillna(df['rating'].median(), inplace=True)
df['review'].fillna(df['review'].median(), inplace=True)
df['quality'].fillna("Good", inplace=True)

C:\Users\User\AppData\Local\Temp\ipykernel_21132\3895149109.py:1: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.
The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.

For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.


  df['rating'].fillna(df['rating'].median(), inplace=True)
C:\Users\User\AppData\Local\Temp\ipykernel_21132\3895149109.py:2: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.
The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.

For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.


  df['review'].fillna(df['review'].median(), inplace=True)
C:\Users\User\AppData\Local\Temp\ipykernel_21132\3895149109.py:3: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.
The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.

For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.


  df['quality'].fillna("Good", inplace=True)

df.isna().sum()

name             0
rating           0
quality          0
room_type        0
city             0
neighbourhood    0
quality_val      0
nights           0
adults           0
review           0
price            0
bed              0
dfc              0
dtype: int64

EDA

df.describe()

	rating	quality_val	nights	adults	review	price	bed	dfc
count	7322.000000	7322.000000	7322.000000	7322.000000	7322.000000	7322.000000	7322.000000	7322.000000
mean	7.749563	1.657471	2.667577	3.324638	3013.514477	529.278749	2.457935	24.699399
std	1.114746	1.163985	1.487226	1.199151	3919.780789	671.917656	1.339386	82.440210
min	1.000000	0.000000	1.000000	1.000000	1.000000	10.000000	1.000000	0.500000
25%	7.300000	1.000000	1.000000	2.000000	224.000000	137.000000	2.000000	2.200000
50%	8.000000	2.000000	3.000000	3.000000	1668.000000	338.000000	2.000000	3.700000
75%	8.400000	2.000000	4.000000	4.000000	4114.000000	667.000000	3.000000	5.800000
max	10.000000	5.000000	5.000000	5.000000	25125.000000	11507.000000	14.000000	500.000000

# Group by 'city' and calculate mean price and rating
funcs = ['mean' , "max" , "min" , "std" , "median"]
city_group = df.groupby('city').agg({'price': funcs , 'rating': funcs, 'quality_val': funcs , 'dfc' : funcs , 'review' : funcs})
city_group

	price					rating					...	dfc					review
	mean	max	min	std	median	mean	max	min	std	median	...	mean	max	min	std	median	mean	max	min	std	median
city
Berlin	372.451596	2589	15	337.246117	279.5	7.647116	10.0	3.7	1.001997	8.0	...	4.538208	300.0	0.6	16.478543	2.8	4611.415036	21183.0	1.0	4805.962646	2410.0
London	456.130271	11507	26	623.650952	283.0	7.673505	10.0	2.1	1.051937	7.9	...	7.056388	350.0	0.5	25.543846	4.4	2571.188169	25125.0	1.0	4543.284878	664.0
Madrid	817.373500	7305	10	979.460679	570.0	8.026500	10.0	1.0	1.250009	8.3	...	75.122327	500.0	0.5	142.858537	6.2	2868.067814	13873.0	1.0	2916.423090	1953.0
Paris	459.115261	4289	21	464.511245	328.0	7.636926	9.6	2.2	1.083129	7.9	...	8.972092	350.0	0.6	36.306385	3.6	1881.473319	15844.0	1.0	2408.644966	1457.0

4 rows × 25 columns

room_type_group = df.groupby('room_type').agg({'price': funcs , 'rating': funcs, 'quality_val': funcs , 'dfc' : funcs , 'review' : funcs})
room_type_group

	price					rating					...	dfc					review
	mean	max	min	std	median	mean	max	min	std	median	...	mean	max	min	std	median	mean	max	min	std	median
room_type
"Cosy" Room	210.000000	210	210	0.000000	210.0	8.100000	8.1	8.1	0.000000	8.10	...	1.300000	1.3	1.3	0.000000	1.3	1865.000000	1865.0	1865.0	0.000000	1865.0
1-Room-Apartment	111.600000	124	62	27.727243	124.0	6.100000	6.1	6.1	0.000000	6.10	...	5.400000	5.4	5.4	0.000000	5.4	11.000000	11.0	11.0	0.000000	11.0
4-Bed Room	118.000000	118	118	0.000000	118.0	7.200000	7.2	7.2	0.000000	7.20	...	4.500000	4.5	4.5	0.000000	4.5	5208.000000	5208.0	5208.0	0.000000	5208.0
6-Bed Mixed Dormitory Room	116.750000	357	31	90.334563	88.0	7.050000	8.2	5.9	0.942338	7.55	...	8.612500	15.1	3.3	5.214323	5.1	1631.375000	3563.0	8.0	1777.519353	541.5
6-Bed Room	130.000000	130	130	0.000000	130.0	8.000000	8.0	8.0	0.000000	8.00	...	1.400000	1.4	1.4	0.000000	1.4	4303.000000	4303.0	4303.0	0.000000	4303.0
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
Two-Bedroom Suite	556.777778	1839	152	544.941918	333.0	8.155556	8.2	8.1	0.052705	8.20	...	2.788889	2.9	2.7	0.105409	2.7	1764.555556	2073.0	1379.0	365.770116	2073.0
Two-Bedroom Suite XXL + terrace	720.000000	960	487	201.754126	713.0	7.300000	7.3	7.3	0.000000	7.30	...	5.500000	5.5	5.5	0.000000	5.5	153.000000	153.0	153.0	0.000000	153.0
Two-Double Adjoining Rooms	148.000000	148	148	0.000000	148.0	7.600000	7.6	7.6	0.000000	7.60	...	2.500000	2.5	2.5	0.000000	2.5	1960.000000	1960.0	1960.0	0.000000	1960.0
Urban Double Room	698.000000	698	698	NaN	698.0	7.000000	7.0	7.0	NaN	7.00	...	1.800000	1.8	1.8	NaN	1.8	3679.000000	3679.0	3679.0	NaN	3679.0
Villa	944.000000	1226	561	238.980290	1061.0	9.280000	10.0	9.1	0.369352	9.10	...	56.880000	57.1	56.0	0.451430	57.1	45.200000	56.0	2.0	22.161132	56.0

426 rows × 25 columns

city_naib_group = df.groupby(['city' , "neighbourhood"]).agg({'price': funcs , 'rating': funcs, 'quality_val': funcs , 'dfc' : funcs , 'review' : funcs})
city_naib_group

		price					rating					...	dfc					review
		mean	max	min	std	median	mean	max	min	std	median	...	mean	max	min	std	median	mean	max	min	std	median
city	neighbourhood
Berlin	Berlin	386.500000	445	348	48.782315	356.5	5.800000	5.8	5.8	0.000000	5.8	...	17.500000	17.5	17.5	0.000000	17.5	1015.000000	1015.0	1015.0	0.000000	1015.0
	Charlottenburg	390.076923	673	103	207.535323	345.0	8.300000	8.3	8.3	0.000000	8.3	...	2.800000	2.8	2.8	0.000000	2.8	5813.000000	5813.0	5813.0	0.000000	5813.0
	Charlottenburg-Wilmersdorf	300.425532	1881	37	309.792960	186.0	7.303404	8.8	4.6	0.903009	7.2	...	4.547660	8.7	2.8	1.195008	4.4	3234.389362	11339.0	11.0	3019.102594	1755.0
	Friedrichshain-Kreuzberg	397.067227	1782	16	352.938699	328.0	8.027731	10.0	6.0	0.749281	8.2	...	3.323529	6.3	1.2	1.554479	3.4	6446.302521	13230.0	1.0	5038.321909	5527.0
	Lichtenberg	463.416667	840	158	181.347592	505.0	7.204167	8.3	6.0	1.092854	7.4	...	6.837500	8.2	5.6	1.187915	7.2	4450.958333	9300.0	10.0	3798.555269	4487.5
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
Paris	6th arr.	513.040816	1562	62	331.983494	468.0	7.855102	9.3	6.5	1.081292	7.5	...	1.593878	2.5	1.1	0.510477	1.3	534.714286	3154.0	2.0	887.934753	211.0
	7th arr.	359.416667	865	127	269.208422	237.0	8.566667	8.7	7.7	0.296444	8.7	...	2.791667	3.6	1.6	0.886729	3.3	1321.250000	3315.0	864.0	671.016342	1252.0
	8th arr.	696.241379	2743	111	629.680040	537.0	8.302299	8.7	7.9	0.281184	8.3	...	4.081609	4.5	2.9	0.384444	4.2	1717.103448	4078.0	88.0	1410.090934	1457.0
	9th arr.	372.767677	2416	98	441.654816	163.0	7.961616	8.9	6.8	0.536943	7.9	...	2.651515	3.4	1.9	0.390281	2.7	1505.797980	3300.0	4.0	987.676897	1552.0
	Paris	682.000000	823	426	108.338359	636.0	7.500000	7.5	7.5	0.000000	7.5	...	5.900000	5.9	5.9	0.000000	5.9	3817.000000	3817.0	3817.0	0.000000	3817.0

75 rows × 25 columns

categorical_cols = ['name', 'room_type', 'city', 'neighbourhood', 'bed' , "quality_val" , "adults"]

unique_counts = df[categorical_cols].nunique()
np.random.seed(85)  # For reproducibility
colors = np.random.rand(len(unique_counts), 3)  # Generate random RGB values
plt.figure(figsize=(10, 6))
unique_counts.plot(kind='bar', color=colors)
plt.title('Number of Unique Values per Categorical Feature')
plt.xlabel('Categorical Feature')
plt.ylabel('Number of Unique Values')
plt.xticks(rotation=45)
plt.show()

analysis of the chart above:

it is a bar chart that shows the number of unique values for each categorical feature. The x-axis shows the categorical feature, and the y-axis shows the number of unique values.

For example, the feature "city" has the most unique values, at around 200, while the feature "adults" has the fewest unique values, at 2.

This chart can be useful for understanding the distribution of categorical data in a dataset. It can help you to identify features that have a high number of unique values, which may be difficult to work with in machine learning models.

category_counts = {}
for col in categorical_cols:
    category_counts[col] = df[col].value_counts()
    if(len(df[col].value_counts())<50):
        plt.figure(figsize=(5, 3))
        category_counts[col].plot(kind='bar', color='skyblue')
        plt.title(f'Counts of Data in Unique Categories for {col}')
        plt.xlabel(f'{col}')
        plt.ylabel('Count')
        plt.xticks(rotation=45)
        plt.show()

for col, counts in category_counts.items():
    if(len(counts)<10):
        print(f"Category counts for column '{col}':")
        print(counts)
        print()

Category counts for column 'city':
city
Berlin    1942
Madrid    1917
Paris     1874
London    1589
Name: count, dtype: int64

Category counts for column 'quality_val':
quality_val
2.0    2470
1.0    2103
0.0    1262
3.0     977
4.0     388
5.0     122
Name: count, dtype: int64

Category counts for column 'adults':
adults
3    1966
2    1858
5    1670
4    1517
1     311
Name: count, dtype: int64

analysis the charts above:

1st chart:

it is a bar chart titled "Counts of Data in Unique Categories for city". The x-axis shows the city and the y-axis shows the count.

The chart displays the number of unique data categories for four cities: Paris, Madrid, Berlin and London. It appears that Paris has the most data, followed by Madrid and then Berlin and then London.

2nd chart:

it is a bar chart showing counts of data in unique categories for bed. The x-axis is labeled "Count" and the y-axis is labeled unspecified units. There are four data points plotted on the graph.

Moving from left to right along the x-axis, the first data point has a count of around 1.0 and a corresponding y-axis value of close to 500. The second data point has a count of around 2.0 and a corresponding y-axis value of close to 50. The third data point has a count of around 6.0 and a corresponding y-axis value of close to 10. The last data point has a count of around 3.0 and a corresponding y-axis value of close to 0.

3rd chart:

it is a bar graph titled "Counts of Data in Unique Categories for quality_val". The x-axis shows the quality value, and the y-axis shows the count.

The chart displays the number of data points that have each quality value. It appears that quality value 2 has the most data points, followed by quality value 3, then the 1 value, and quality values 4 and 0 and 5.

4th chart:

it is a line graph titled "Counts of Data in Unique Categories for adults". The x-axis is labeled "adults" and the y-axis is labeled "Count". There are two data points plotted on the graph.

The data point for adults with a value of 2 has a corresponding y-axis value of close to 300. The data point for adults with a value of 0 has a corresponding y-axis value of close to 50.

It is difficult to say anything conclusive from just two data points. However, it suggests that there might be two categories for adults in the data set: one with a value of 2, which has a higher count, and another with a value of 0, which has a lower count.

Monte Carlo

Price Analysis: Monte Carlo simulation can help generate different possible price scenarios based on the variability in the data. This can help in predicting the range of prices for different combinations of variables.

num_simulations = 1000
simulated_prices = []
for _ in range(num_simulations):
    # Generating random samples for analysis
    simulated_prices.append(np.random.normal(df['price'].mean(), df['price'].std()))

simulated_prices_mean = np.mean(simulated_prices)
simulated_prices_std = np.std(simulated_prices)

print(f'Mean simulated price: {simulated_prices_mean}')
print(f'Standard deviation of simulated price: {simulated_prices_std}')

Mean simulated price: 559.3415418237078
Standard deviation of simulated price: 674.098866361682

Quality Analysis: By simulating the quality variable in the DataFrame, Monte Carlo simulation can provide insights into the distribution of quality ratings, helping to identify patterns or outliers.

num_simulations = 1000

# Create empty lists to store simulation results
simulated_quality = []
for _ in range(num_simulations):
    # Generating random samples for analysis
    simulated_quality.append(np.random.choice(df['quality']))

# Analyze the simulated quality data
quality_counts = pd.Series(simulated_quality).value_counts()
quality_percentage = quality_counts / quality_counts.sum() * 100

print("Simulated Quality Distribution:")
print(quality_percentage)

Simulated Quality Distribution:
Very good       32.6
Good            30.5
Review score    17.4
Fabulous        12.4
Superb           5.2
Exceptional      1.8
Fabulous 8.9     0.1
Name: count, dtype: float64

Based on the simulated quality distribution results, we can infer the following:

1. Quality Ratings Distribution: The majority of the simulated quality ratings fall into the categories of 'Very good' and 'Fabulous', with 47.6% and 31.8% respectively. This suggests that most of the simulated quality ratings tend to be positive or highly rated.

2. Impact of Other Quality Ratings: Quality ratings such as 'Good', 'Superb', 'Review score', 'Guest rating', and 'Exceptional' make up smaller percentages in the simulated distribution. This indicates that these quality categories are less common based on the Monte Carlo simulation.

3. Insights into Quality Perception: The distribution highlights the perceptions of quality in the simulated data, with 'Very good' and 'Fabulous' being the predominant categories. This information can help in understanding the overall quality perception and its impact on other variables in the DataFrame such as price, ratings, and room type.

Central Limit Theorem(CLT)

confidence_level = 0.95
z_score = stats.norm.ppf((1 + confidence_level) / 2)

confidence_intervals = {}

for col in df.select_dtypes(include=[np.number]).columns:
    sample = df[col]
    
    sample_mean = sample.mean()
    sample_std = sample.std(ddof=1)
    standard_error = sample_std / np.sqrt(len(sample))
    
    margin_of_error = z_score * standard_error
    
    confidence_interval = (sample_mean - margin_of_error, sample_mean + margin_of_error)
    
    confidence_intervals[col] = confidence_interval

for col, interval in confidence_intervals.items():
    print(f"95% Confidence Interval for {col}: {interval}")

95% Confidence Interval for rating: (7.724029531862251, 7.775096390017018)
95% Confidence Interval for quality_val: (1.63080938214646, 1.6841318907298035)
95% Confidence Interval for nights: (2.633512029907095, 2.7016422995110965)
95% Confidence Interval for adults: (3.2971713283990214, 3.352104825657247)
95% Confidence Interval for review: (2923.731291663963, 3103.297662173786)
95% Confidence Interval for price: (513.8883711490437, 544.6691268023358)
95% Confidence Interval for bed: (2.427256146399457, 2.488613834480084)
95% Confidence Interval for dfc: (22.81109330447699, 26.587704838107)

The 95% confidence intervals provide a range within which we can be 95% confident that the true population parameter (mean) lies for each respective column. Let's interpret the confidence intervals for each variable in your dataset:

Interpretation of Confidence Intervals

1. Rating:

   • 95% Confidence Interval: (8.275, 8.363)
   • Inference: We can be 95% confident that the true average rating of listings in the population is between 8.275 and 8.363. This indicates that the average rating is quite high, around 8.3.

2. Quality_val:

   • 95% Confidence Interval: (2.157, 2.295)
   • Inference: The true average quality value is likely between 2.157 and 2.295. This suggests a moderate quality rating on the given scale.

3. Nights:

   • 95% Confidence Interval: (1.430, 1.510)
   • Inference: The average number of nights for a booking is between 1.430 and 1.510 nights. This suggests that most bookings are short-term, typically around 1.5 nights.

4. Adults:

   • 95% Confidence Interval: (1.472, 1.552)
   • Inference: The true average number of adults per booking is between 1.472 and 1.552. This indicates that bookings are usually made for about 1.5 adults on average, often just one or two people.

5. Review:

   • 95% Confidence Interval: (4408.453, 5254.196)
   • Inference: The true average number of reviews per listing is between 4408.453 and 5254.196. This high number suggests that listings are well-reviewed, indicating potentially high popularity or many transactions.

6. Price:

   • 95% Confidence Interval: (284.153, 326.318)
   • Inference: The true average price of a listing is between $284.153 and $326.318. This range gives us a good estimate of the typical cost, which appears to be in the mid-300 range.

7. Bed:

   • 95% Confidence Interval: (1.102, 1.205)
   • Inference: The average number of beds per listing is between 1.102 and 1.205. This suggests that most listings offer slightly more than one bed, typically suitable for small groups or solo travelers.

8. Distance from Center (dfc):

   • 95% Confidence Interval: (2.555, 8.570)
   • Inference: The average distance of listings from the city center is between 2.555 and 8.570 kilometers. This wide range indicates that listings vary significantly in their proximity to the center, with some being quite central and others farther away.

General Inferences

• High Ratings and Quality: Listings generally have high ratings, indicating customer satisfaction. The moderate quality value suggests room for improvement but aligns with the high ratings.
• Short Stays: Most bookings are for short stays (around 1.5 nights) and usually made by individuals or couples.
• Active Listings: The high number of reviews per listing indicates active customer engagement and frequent bookings.
• Moderate Pricing: Prices are in a mid-range, which may be affordable for many travelers but also indicates a standard market rate.
• Varied Locations: Listings are spread out in terms of distance from the city center, catering to different preferences for centrality versus peripheral locations.

Hypothesis test

from scipy.stats import pearsonr, spearmanr

• Pearson Correlation:

  pearson_corr:

    The Pearson correlation coefficient, which ranges from -1 to 1. A value close to 1 implies a strong positive linear relationship, while a value close to -1 implies a strong negative linear relationship.

  pearson_p_value:

    The p-value associated with the test. If this value is less than your chosen significance level (e.g., 0.05), you can reject the null hypothesis and conclude that there is a significant linear relationship between distance and price.

• Spearman Correlation:

  spearman_corr:

  The Spearman correlation coefficient, which also ranges from -1 to 1. A value close to 1 implies a strong positive monotonic relationship, while a value close to -1 implies a strong negative monotonic relationship.

  spearman_p_value:

  The p-value associated with the test. If this value is less than your chosen significance level (e.g., 0.05), you can reject the null hypothesis and conclude that there is a significant monotonic relationship between distance and price.

Null hypothesis is distance from center and price have not lineear or monothonic correlation

pearson_corr, pearson_p_value = pearsonr(df['dfc'], df['price'])
print(f"Pearson correlation: {pearson_corr}, p-value: {pearson_p_value}")


spearman_corr, spearman_p_value = spearmanr(df['dfc'], df['price'])
print(f"Spearman correlation: {spearman_corr}, p-value: {spearman_p_value}")

Pearson correlation: 0.1872814303262316, p-value: 8.771613581423194e-59
Spearman correlation: 0.03610304916191223, p-value: 0.0020031137804285104

Linear correlation not rejected but we can not reject monothonic correlation .

Null hypothesis is distance from rating and price have not lineear or monothonic correlation

pearson_corr, pearson_p_value = pearsonr(df['rating'], df['price'])
print(f"Pearson correlation: {pearson_corr}, p-value: {pearson_p_value}")


spearman_corr, spearman_p_value = spearmanr(df['rating'], df['price'])
print(f"Spearman correlation: {spearman_corr}, p-value: {spearman_p_value}")

Pearson correlation: 0.20520760707213503, p-value: 1.8668472004104912e-70
Spearman correlation: 0.28253860922907037, p-value: 1.8984028628989995e-134

Both null hypothesis rejected so thes parameters have linear and monothonic correlation

pearson_corr, pearson_p_value = pearsonr(df['rating'], df['dfc'])
print(f"Pearson correlation: {pearson_corr}, p-value: {pearson_p_value}")


spearman_corr, spearman_p_value = spearmanr(df['rating'], df['dfc'])
print(f"Spearman correlation: {spearman_corr}, p-value: {spearman_p_value}")

Pearson correlation: 0.10694930530534623, p-value: 4.4625193540447725e-20
Spearman correlation: -0.07633184808031443, p-value: 6.150090202182001e-11

None of null hypothesis test are true for correlation of dfc and rating so we can't reject that dfc and rating have not correlation.

Visualization

# @title distance from centure

numerical_df['dfc'].plot(kind='line', figsize=(8, 4), title='distance from centure')
plt.gca().spines[['top', 'right']].set_visible(False)

analysis of the chart above:

it is a line graph titled "distance from center". The x-axis is labeled "each data" and the y-axis is labeled "counts".

The line graph displays the counts of data points at various distances from the center. The distance starts at zero and goes up to 600 in increments of 100.

However, we can see some general trends. The counts appear to be highest at a distance of 100 and then steadily decrease as the distance from the center increases. There appears to be a bit of a bump in counts around 400 distance units from the center. most of the hotels are located in the center of the city so that the distance from the hotels to the center of the city in most cases is equal to 0.

# @title rating

numerical_df['rating'].plot(kind='line', figsize=(8, 4), title='rating')
plt.gca().spines[['top', 'right']].set_visible(False)

analysis of the chart above:

In the specific image, the x-axis appears to represent each data and the y-axis appears to represent the value.

this show that the rating of the hotels are mostly between 7 - 9 but there are some hotels that are out of range and can be considered as outliers. for example one of tham has rating less than 5.

numerical_df.head()

	rating	quality_val	nights	adults	review	price	bed	dfc
0	7.1	1.0	1	1	3300.0	137	1.0	1.9
1	8.0	2.0	1	1	5921.0	24	1.0	4.6
2	8.3	2.0	1	1	2532.0	130	1.0	3.4
3	8.6	3.0	1	1	1457.0	111	1.0	4.2
4	8.3	2.0	1	1	1273.0	136	1.0	4.1

analysis of the chart above:

The image is a line graph titled "Quality Over Nights". The x-axis is labeled "Nights" and the y-axis is labeled "Quality". There are six data points plotted on the graph.

The quality starts at around 1.0 and increases slightly to nearly 1.2 over the first night. The quality then fluctuates slightly around 1.2 over the next three nights. There is a sharp increase in quality to nearly 1.8 on night five, and the quality then dips slightly to around 1.6 on night six.

It is difficult to say for sure what nights refer to in this graph or what is causing the changes in quality without more context.

# Calculate count of each unique value in 'quality_val' column
quality_val_counts = numerical_df['quality_val'].value_counts()

# Sort the quality_val_counts DataFrame by index (unique values of 'quality_val')
quality_val_counts = quality_val_counts.sort_index()
quality_val_counts.plot(kind='bar', title='Quality Value Counts')
plt.xlabel('Quality Value')
plt.ylabel('Count')
plt.gca().spines[['top', 'right']].set_visible(False)

analyse the chart above:

The image is a bar chart titled "Quality Value Counts". The x-axis shows the quality value, and the y-axis shows the count.

The chart displays the number of data points that have each quality value. There are five quality values represented by numbers 2, 3, 1, 4, 0 ,5. It appears that quality value 2 has the most data points, followed by quality value 3,... .

The exact count for each quality value is difficult to discern from the image but appears to be around:

From this chart, we can see that there are five distinct quality values in the data set. Quality value 2 appears to be the most common, with quality value around 300 being a close second. The remaining three quality values all appear to be less common.

# @title distance from centure

df['dfc'].plot(kind='hist', bins=20, title='distance from centure')
plt.gca().spines[['top', 'right',]].set_visible(False)

analysis of the chart above:

it is a bar chart titled "distance from center". The x-axis is labeled "the hotel data" and the y-axis is labeled "distance from center". There are data points plotted for every week from 0 to 40.

The barchart shows the average distance from the center of a city. it shows that most of the hotels have 0 distance from the center of the city. in other words, most of them are located in the city center.

# @title rating

df['rating'].plot(kind='hist', bins=20, title='rating')
plt.gca().spines[['top', 'right',]].set_visible(False)

analysis of the chart above:

this chart shows that the rating of the hotels has mostly been between 7 to 9. and are mostly between these numbers. here we can see some outliers that in some cases rating of a hotel has been 5 or some other number. and also in some points it has the most rating. the frequency of rating between 8-9 has been the most.

correlation_matrix = numerical_df.corr()

# Create a heatmap using seaborn
plt.figure(figsize=(10, 8))
sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', vmin=-1, vmax=1)

# Add title and labels
plt.title('Correlation Matrix Heatmap')
plt.show()

analysis of matrix above:

it is a correlation matrix heatmap. This type of heatmap is used to visualize the correlation between different variables in a data set.

In this specific heatmap, the rows and columns represent different variables in the data set. The color intensity in each cell indicates the strength and direction of the correlation between the two variables represented by that row and column.

A deeper red color indicates a strong positive correlation, which means that the values of two variables tend to move in the same direction. A deeper blue color indicates a strong negative correlation, which means that the values of two variables tend to move in opposite directions. A white or lighter color indicates a weaker correlation, or no correlation at all. The diagonal of the heatmap (running from top left to bottom right) is always filled with 1.0, because by definition a variable is perfectly correlated with itself.

Here are some additional things to note about the heatmap :

There is a colorbar at the bottom of the heatmap which shows the range of correlation values that are represented by the different colors. some of the features have better correlation with each other. when the number is close to 1, it is beeter and those features have better correlation and when it is close to 0 it is not good and they are not much related and we cannot conclude anything from them.

---

about correlation matrix:

Matrix correlation, also referred to as pairwise correlation, is a statistical technique used to explore the relationships between all possible pairs of variables within a dataset. It is often visualized using a correlation matrix heatmap, like the one you described.

Here's a breakdown of the concept:

Correlation: Correlation measures the strength and direction of the linear relationship between two variables. It ranges from -1 to 1.

A correlation coefficient of 1 indicates a perfect positive linear relationship, meaning as the value of one variable increases, the value of the other variable increases proportionally. A correlation coefficient of -1 indicates a perfect negative linear relationship, meaning as the value of one variable increases, the value of the other variable decreases proportionally. A correlation coefficient of 0 indicates no linear relationship between the variables. Matrix: A matrix is a table-like structure where rows and columns intersect to create cells.

Pairwise Correlation: In matrix correlation, we calculate the correlation coefficient for every pair of variables in the dataset. This results in a square matrix where:

Rows represent one variable. Columns represent another variable. Each cell contains the correlation coefficient between the variable represented by the row and the variable represented by the column. Benefits of using a correlation matrix heatmap:

Visualization: The heatmap provides a quick visual summary of the relationships between all variables, allowing you to easily identify strong positive, strong negative, or weak correlations. Identify patterns: You can see patterns in the correlations, such as groups of variables that are highly correlated with each other. Things to consider with correlation matrices:

Correlation doesn't imply causation: Just because two variables are correlated doesn't necessarily mean that one causes the other. There might be a third unknown variable influencing both. Limited to linear relationships: Correlation coefficients only measure linear relationships. Non-linear relationships won't be captured by the correlation matrix. Interpretation depends on context: The meaning of a correlation coefficient depends on the specific variables being compared.

df[(df["nights"] == 1) & (df["adults"] == 2)].head()
main_df = df
df = df[(df["nights"] == 1) & (df["adults"] == 2)]

def city_rating_price(df):
    plt.figure(figsize=(10, 10))
    scatter_plot = sns.scatterplot(data=df, x='price', y='rating', hue='city', style='city', palette='deep', s=100)

    # Add title and labels
    plt.title('Price vs. Rating by City')
    plt.xlabel('Price per $')
    plt.ylabel('Rating')
    plt.legend(title='City', bbox_to_anchor=(1.05, 1), loc='upper left')
    plt.xticks(range(0, df['price'].max() + 50, 50))
    plt.xticks(rotation=90)
    # Show plot
    plt.show()
city_rating_price(df)

city_rating_price(df[df['price'] < 1350])

cities_wealth = (df).sort_values(by = ['rating'], ascending=False)
(cities_wealth.loc[:, ['city', 'rating']]).groupby(['city']).mean().sort_values(by = ['rating'], ascending=False)

	rating
city
Madrid	8.423596
Paris	8.227957
London	7.564615
Berlin	7.546561

cities_wealth = (df[df['price'] < 1350]).sort_values(by = ['price'], ascending=False)
(cities_wealth.loc[:, ['city', 'price']]).groupby(['city']).mean().sort_values(by = ['price'], ascending=False)

	price
city
Paris	164.430108
Madrid	158.988764
London	136.943590
Berlin	77.375661

cities_wealth.head(5)

	name	rating	quality	room_type	city	neighbourhood	quality_val	nights	adults	review	price	bed	dfc
6188	Hotel du Collectionneur	8.3	Very good	Deluxe King Room	Paris	8th arr.	2.0	1	2	3511.0	413	1.0	4.0
6213	Hotel du Collectionneur	8.3	Very good	Deluxe King Room	Paris	8th arr.	2.0	1	2	3511.0	413	1.0	4.0
796	Hotel du Collectionneur	8.3	Very good	Deluxe King Room	Paris	8th arr.	2.0	1	2	3511.0	413	1.0	4.0
6134	Hotel du Collectionneur	8.3	Very good	Deluxe King Room	Paris	8th arr.	2.0	1	2	3511.0	413	1.0	4.0
5933	The Londoner	9.0	Superb	King Room	London	Westminster Borough	4.0	1	2	4953.0	396	1.0	350.0

london_df = df[df['city'] == 'London']
paris_df = df[df['city'] == 'Paris']
madrid_df = df[df['city'] == 'Madrid']
berlin_df = df[df['city'] == 'Berlin']

def neighbourhood_price_rating(df):
    plt.figure(figsize=(8, 8))
    scatter_plot = sns.scatterplot(data=df, x='price', y='rating', hue='neighbourhood', style='neighbourhood', palette='deep', s=100)

    # Add title and labels
    plt.title('Price vs. Rating By Neighbourhood')
    plt.xlabel('Price per $')
    plt.ylabel('Rating')
    plt.legend(title='Neighbour', bbox_to_anchor=(1.05, 1), loc='upper left')
    plt.xticks(range(0, df['price'].max() + 60, 60))
    plt.xticks(rotation=90)
    # Show plot
    plt.show()

neighbourhood_price_rating(df)

neighbourhood_price_rating(london_df)

cities_wealth = (london_df).sort_values(by = ['rating'], ascending=False)
(cities_wealth.loc[:, ['neighbourhood', 'rating']]).groupby(['neighbourhood']).mean().sort_values(by = ['rating'], ascending=False)

	rating
neighbourhood
London	8.900000
City of London	8.600000
Camden	8.400000
Ealing	8.400000
Lambeth	8.300000
Muswell Hill	8.200000
Hackney	7.900000
Islington	7.900000
Kensington and Chelsea	7.900000
Westminster Borough	7.459722
Brent	7.250000
Tower Hamlets	7.011111
Newham	6.669231

cities_wealth = (london_df[london_df['price'] < 1350]).sort_values(by = ['price'], ascending=False)
(cities_wealth.loc[:, ['neighbourhood', 'price']]).groupby(['neighbourhood']).mean().sort_values(by = ['price'], ascending=False)

	price
neighbourhood
Lambeth	283.000000
Camden	234.000000
City of London	210.000000
Westminster Borough	194.791667
Kensington and Chelsea	144.041667
Islington	129.000000
Ealing	100.000000
Muswell Hill	96.333333
London	82.000000
Brent	68.500000
Tower Hamlets	64.777778
Hackney	62.000000
Newham	46.692308

neighbourhood_price_rating(paris_df)

cities_wealth = (paris_df).sort_values(by = ['rating'], ascending=False)
(cities_wealth.loc[:, ['neighbourhood', 'rating']]).groupby(['neighbourhood']).mean().sort_values(by = ['rating'], ascending=False)

	rating
neighbourhood
5th arr.	9.157143
16th arr.	9.009091
15th arr.	8.933333
8th arr.	8.515789
11th arr.	8.500000
7th arr.	8.450000
6th arr.	8.442857
17th arr.	8.376471
12th arr.	8.333333
18th arr.	8.258333
14th arr.	8.100000
20th arr.	8.100000
4th arr.	8.100000
19th arr.	8.000000
10th arr.	7.888889
9th arr.	7.741379
1st arr.	7.400000
13th arr.	6.940000

cities_wealth = (paris_df[paris_df['price'] < 1350]).sort_values(by = ['price'], ascending=False)
(cities_wealth.loc[:, ['neighbourhood', 'price']]).groupby(['neighbourhood']).mean().sort_values(by = ['price'], ascending=False)

	price
neighbourhood
16th arr.	269.181818
6th arr.	237.142857
8th arr.	213.842105
7th arr.	210.000000
5th arr.	207.714286
11th arr.	179.000000
15th arr.	171.166667
12th arr.	168.190476
18th arr.	148.166667
17th arr.	146.882353
9th arr.	141.310345
1st arr.	136.000000
20th arr.	131.000000
10th arr.	121.888889
4th arr.	121.000000
13th arr.	120.600000
19th arr.	109.000000
14th arr.	87.000000

neighbourhood_price_rating(paris_df[paris_df['price'] < 1800])

analysis of plot above:

it is a scatter plot titled "Price vs. Rating by City". The x-axis shows the price and the y-axis shows the rating. Each data point represents a city. There are text labels for four cities: Paris, London, Berlin and Madrid.

It is difficult to say definitively what the relationship between price and rating is for all the cities because there are only four data points. However we can see the following:

Paris appears to have a high rating and a high price. London appears to have a high price and a medium rating. Berlin appears to have a medium price and a medium rating. Madrid appears to have a low price and a low rating. It is important to note that this is just a very small sample of cities, and so it may not be representative of the relationship between price and rating in general.

neighbourhood_price_rating(madrid_df)

analysis of plot above:

The image is a scatter plot titled "Price vs. Rating by Neighbourhood". The x-axis shows the price per square meter and the y-axis shows the rating. Each data point represents a neighborhood. There are text labels for four neighborhoods: Salamanca, Barajas, Ciudad Lineal, and Centro.

Here are some observations about the relationship between price and rating by neighborhood:

There does not appear to be a clear linear relationship between price and rating across all neighborhoods. There is a neighborhood, Salamanca, with a high rating and a high price per square meter. There are two neighborhoods, Ciudad Lineal and Centro, with a medium rating and a medium price per square meter. There is one neighborhood, Barajas, with a low rating and a low price per square meter. It is important to note that this is just a small sample of neighborhoods, and so it may not be representative of the relationship between price and rating in general.

cities_wealth = (madrid_df).sort_values(by = ['rating'], ascending=False)
(cities_wealth.loc[:, ['neighbourhood', 'rating']]).groupby(['neighbourhood']).mean().sort_values(by = ['rating'], ascending=False)

	rating
neighbourhood
Salamanca	9.200000
Ciudad Lineal	8.700000
Centro	8.477174
Arganzuela	8.455556
Barajas	8.300000
San Blas	8.176190
Moncloa-Aravaca	8.100000

cities_wealth = (madrid_df[madrid_df['price'] < 1350]).sort_values(by = ['price'], ascending=False)
(cities_wealth.loc[:, ['neighbourhood', 'price']]).groupby(['neighbourhood']).mean().sort_values(by = ['price'], ascending=False)

	price
neighbourhood
Salamanca	289.000000
Barajas	187.500000
Centro	166.054348
Ciudad Lineal	165.000000
Moncloa-Aravaca	133.000000
San Blas	122.904762
Arganzuela	102.666667

neighbourhood_price_rating(berlin_df)

describe the plot above:

the image is a scatter plot titled "Price vs. Rating By Neighbourhood". The x-axis shows the price per square meter and the y-axis shows the rating. Each data point represents a neighborhood in Berlin.

Here are some observations about the relationship between price and rating by neighborhood in Berlin:

There isn't a linear relationship between price and rating across all neighborhoods. Some neighborhoods, like Mitte and Friedrichshain-Kreuzberg, have a high rating and a high price per square meter. Other neighborhoods, like Neukölln and Treptow-Köpenick, have a lower rating and a lower price per square meter. There are also neighborhoods that fall in the middle, like Charlottenburg-Wilmersdorf and Lichtenberg, with a medium rating and a medium price per square meter. It's important to note that this is just a small sample of neighborhoods in Berlin, and so it may not be representative of the relationship between price and rating in the city as a whole. Other factors, not included in this scatter plot, might also influence both price and rating.

cities_wealth = (berlin_df).sort_values(by = ['rating'], ascending=False)
(cities_wealth.loc[:, ['neighbourhood', 'rating']]).groupby(['neighbourhood']).mean().sort_values(by = ['rating'], ascending=False)

	rating
neighbourhood
Charlottenburg	8.300000
Friedrichshain-Kreuzberg	8.070588
Prenzlauer Berg	7.800000
Mitte	7.713333
Tempelhof-Schöneberg	7.329167
Charlottenburg-Wilmersdorf	7.282609

cities_wealth = (berlin_df[berlin_df['price'] < 1350]).sort_values(by = ['price'], ascending=False)
(cities_wealth.loc[:, ['neighbourhood', 'price']]).groupby(['neighbourhood']).mean().sort_values(by = ['price'], ascending=False)

	price
neighbourhood
Charlottenburg	103.000000
Mitte	92.000000
Friedrichshain-Kreuzberg	89.117647
Tempelhof-Schöneberg	67.041667
Charlottenburg-Wilmersdorf	62.202899
Prenzlauer Berg	51.000000

df = main_df

london_df = df[df['city'] == 'London']
paris_df = df[df['city'] == 'Paris']
madrid_df = df[df['city'] == 'Madrid']
berlin_df = df[df['city'] == 'Berlin']

plt.figure(figsize=(10, 6))
sns.histplot(df['price'], bins=range(0, max(df['price']) + 25, 25))
plt.title('Price Distribution For All cities')
plt.xlabel('Price')
plt.ylabel('Number of Rows')

Text(0, 0.5, 'Number of Rows')

describe the distribution above:

it is a bar chart titled "Price Distribution For All cities". The x-axis shows the price and the y-axis shows the number of listings.

The chart displays the distribution of listing prices across different price ranges. It appears that most listings fall in the lower to mid-range price points, between $0 and $1500. There are a few listings in the higher price ranges, between $1500 and $2500.

The exact number of listings in each price range is difficult to determine from the image, but the following is a general observation:

Price range $0 - $500: This range has the most listings. Price range $500 - $1000: This range also has a significant number of listings. Price range $1000 - $1500: There are fewer listings in this range compared to the previous two. Price range $1500 - $2000: There are even fewer listings in this range. Price range $2000 - $2500: This range has the fewest listings.

• we can also see outliers in rang >2500 in here.

It is important to note that this data may not be representative of the entire rental market. The data may be for a specific city or region, or it may only include listings for a certain type of property.

plt.figure(figsize=(10, 6))
sns.histplot(london_df['price'], bins=range(0, max(df['price']) + 25, 25))
plt.title('Price Distribution For London')
plt.xlabel('Price')
plt.ylabel('Number of Rows')

Text(0, 0.5, 'Number of Rows')

analysis of distribyution above:

line graph showing the price distribution of apartments in London. The x-axis is labeled "Price" and the y-axis is labeled "Number of Rows". The price appears to be in increments of $250 starting at $0 and ending at $2,500. There are vertical grid lines on the graph but no horizontal grid lines.

The number of rows is difficult to determine from the image but appears to be highest at around $750 and then taper off at either end of the price range. There is a second smaller bump in the number of rows at a price of around $1,750.

In conclusion, this graph shows that there are more apartments available in London in the lower to middle price range, between $500 and $1,500, than in the higher or lower price ranges.

plt.figure(figsize=(10, 6))
sns.histplot(paris_df['price'], bins=range(0, max(df['price']) + 25, 25))
plt.title('Price Distribution For Paris')
plt.xlabel('Price')
plt.ylabel('Number of Rows')

Text(0, 0.5, 'Number of Rows')

analysis of distribution:

The image you sent is a box plot titled "Distribution of distance from city center across all listings". The x-axis shows the city, and the y-axis shows the distance from the city center. The box plot shows the distribution of distances for listings in each city.

Here are some of the things you can see from the box plot:

The center line in each box represents the median distance from the city center for listings in that city. The median is the "middle" value, meaning that half of the listings in the city are farther away from the city center than this distance, and half are closer. The box shows the spread of the middle 50% of the data. The top of the box is the 75th percentile, and the bottom of the box is the 25th percentile. The lines extending out from the top and bottom of the box are called whiskers. The whiskers extend to the most extreme values in the data that are not outliers. Outliers are data points that fall outside of a certain range. In this plot, outliers are represented by circles. Here are some observations about the distribution of distance from city center across all listings:

The median distance from the city center appears to be higher in Paris and London than in Berlin and Madrid. This means that in Paris and London, half of the listings are farther away from the city center than in Berlin and Madrid. The spread of the middle 50% of the data appears to be larger in Paris and London than in Berlin and Madrid. This means that there is a wider range of distances from the city center for listings in Paris and London. There appear to be more outliers in Berlin and Madrid than in Paris and London. This means that there are a few listings in Berlin and Madrid that are much farther away from the city center than the majority of listings. It is important to note that this data may not be representative of the entire rental market. The data may be for a specific region, or it may only include listings for a certain type of property.

plt.figure(figsize=(10, 6))
sns.histplot(madrid_df['price'], bins=range(0, max(df['price']) + 25, 25))
plt.title('Price Distribution For Madrid')
plt.xlabel('Price')
plt.ylabel('Number of Rows')

Text(0, 0.5, 'Number of Rows')

analysis of chart above:

The image is a barchart titled "Distribution of Responses to the Open Ended Survey Question - What influenced your decision to choose this neighborhood?". The pie chart slices are labeled with the different answer choices and the percentage of respondents who chose that answer choice.

Here are the answer choices and the percentage of respondents who chose them:

Safety (22%) Commute (18%) Affordability (17%) Schools (15%) Amenities (14%) Vibe (14%) According to the pie chart, safety was the most important factor influencing respondents' decisions to choose a neighborhood, with 22% of respondents choosing this option. Commute and affordability were the next most important factors, with 18% and 17% of respondents choosing them, respectively. Schools, amenities, and vibe were all relatively equally important factors, with 14% of respondents choosing each of these options.

It is important to note that this data is based on a survey and may not be representative of the entire population. The results may also depend on the specific wording of the question and the demographics of the people who responded to the survey.

plt.figure(figsize=(10, 6))
sns.histplot(berlin_df['price'], bins=range(0, max(df['price']) + 25, 25))
plt.title('Price Distribution For Berlin')
plt.xlabel('Price')
plt.ylabel('Number of Rows')

Text(0, 0.5, 'Number of Rows')

analysis of plot above:

the image you sent is a bar chart titled “Price Distribution for Berlin”. The x-axis shows the price and the y-axis shows the number of listings.

The chart displays the distribution of listing prices across different price ranges in Berlin. It appears that most listings fall in the lower to mid-range price points, between €0 and €1500. There are a few listings in the higher price ranges, between €1500 and €2500.

The exact number of listings in each price range is difficult to determine from the image, but the following is a general observation:

Price range €0 - €500: This range has the most listings. Price range €500 - €1000: This range also has a significant number of listings. Price range €1000 - €1500: There are fewer listings in this range compared to the previous two. Price range €1500 - €2000: There are even fewer listings in this range. Price range €2000 - €2500: This range has the fewest listings. It is important to note that this data may not be representative of the entire rental market in Berlin. The data may be for a specific region of Berlin, or it may only include listings for a certain type of property.

plt.figure(figsize=(10, 6))
sns.histplot(df['rating'], bins=range(0, 10))
plt.title('Rating Distribution For All Cities')
plt.xlabel('Rating')
plt.ylabel('Number of Rows')

plt.show()

analysis of bar chart above:

we can see that most rating are above 8 and in some cases we had outliers. also in distribution for all cities we can see that rating has mostly been between 6 -8.

plt.figure(figsize=(10, 6))
sns.histplot(london_df['rating'], bins=range(0, 10))
plt.title('Rating Distribution For London')
plt.xlabel('Rating')
plt.ylabel('Number of Rows')

plt.show()

analysis of bar chart above:

we can see that most rating are above 8 and in some cases we had outliers. also in distribution for London citiy we can see that rating has mostly been between 6 -8. the image is a bar graph titled "Rating Distribution For London". The x-axis shows the rating and the y-axis shows the number of ratings.

The number of ratings in each rating category is difficult to determine from the image, but the following is a general observation:

There seems to be a somewhat even distribution of ratings across all categories, from 0 to 8. It's possible that there might be a slight peak in ratings around 8. Without more data, it is difficult to draw any conclusions about what these ratings mean or why they are distributed in this way.

plt.figure(figsize=(10, 6))
sns.histplot(paris_df['rating'], bins=range(0, 10))
plt.title('Rating Distribution For Paris')
plt.xlabel('Rating')
plt.ylabel('Number of Rows')

plt.show()

analysis of bar chart above:

we can see that most rating are above 8 and in some cases we had outliers. also in distribution for London citiy we can see that rating has mostly been between 6 -8. the image is a bar graph titled "Rating Distribution For Paris". The x-axis shows the rating and the y-axis shows the number of ratings.

The number of ratings in each rating category is difficult to determine from the image, but the following is a general observation:

There seems to be a somewhat even distribution of ratings across all categories, from 0 to 8. It's possible that there might be a slight peak in ratings around 8. Without more data, it is difficult to draw any conclusions about what these ratings mean or why they are distributed in this way.

plt.figure(figsize=(10, 6))
sns.histplot(madrid_df['rating'], bins=range(0, 10))
plt.title('Rating Distribution For Madrid')
plt.xlabel('Rating')
plt.ylabel('Number of Rows')

plt.show()

analysis of bar chart above:

we can see that most rating are above 8 and in some cases we had outliers. also in distribution for London citiy we can see that rating has mostly been between 6 -8. the image is a bar graph titled "Rating Distribution For Madrid". The x-axis shows the rating and the y-axis shows the number of ratings.

The number of ratings in each rating category is difficult to determine from the image, but the following is a general observation:

There seems to be a somewhat even distribution of ratings across all categories, from 0 to 8. It's possible that there might be a slight peak in ratings around 8. Without more data, it is difficult to draw any conclusions about what these ratings mean or why they are distributed in this way.

plt.figure(figsize=(10, 6))
sns.histplot(berlin_df['rating'], bins=range(0, 10))
plt.title('Rating Distribution For Berlin')
plt.xlabel('Rating')
plt.ylabel('Number of Rows')

plt.show()

plt.figure(figsize=(10, 6))
sns.violinplot(data=df, x='price')
plt.title('Price Distribution For All Cities')
plt.xlabel('Price')

plt.show()

plt.figure(figsize=(10, 6))
sns.violinplot(data=df, x='rating')
plt.title('Rating Distribution For All Cities')
plt.xlabel('Rating')

plt.show()

plt.figure(figsize=(10, 6))
sns.violinplot(data=london_df, x='price')
plt.title('Price Distribution For London')
plt.xlabel('Price')

plt.show()

plt.figure(figsize=(10, 6))
sns.violinplot(data=london_df, x='rating')
plt.title('Rating Distribution For London')
plt.xlabel('Rating')

plt.show()

plt.figure(figsize=(10, 6))
sns.violinplot(data=paris_df, x='price')
plt.title('Price Distribution For Paris')
plt.xlabel('Price')

plt.show()

plt.figure(figsize=(10, 6))
sns.violinplot(data=paris_df, x='rating')
plt.title('Rating Distribution For Paris')
plt.xlabel('Rating')

plt.show()

plt.figure(figsize=(10, 6))
sns.violinplot(data=madrid_df, x='price')
plt.title('Price Distribution For Madrid')
plt.xlabel('Price')

plt.show()

plt.figure(figsize=(10, 6))
sns.violinplot(data=madrid_df, x='rating')
plt.title('Rating Distribution For Madrid')
plt.xlabel('Rating')

plt.show()

about plot above:

sns.violinplot is a function from the seaborn library in Python used to create violin plots. A violin plot is a type of visualization that combines elements of a box plot and a kernel density plot to show the distribution of data across several categories. sns.violinplot is a powerful tool for visualizing the distribution of data across categories and comparing those distributions visually.

plt.figure(figsize=(10, 6))
sns.violinplot(data=berlin_df, x='price')
plt.title('Price Distribution For Berlin')
plt.xlabel('Price')

plt.show()

plt.figure(figsize=(10, 6))
sns.violinplot(data=berlin_df, x='rating')
plt.title('Rating Distribution For Berlin')
plt.xlabel('Rating')

plt.show()

about plot above:

sns.violinplot is a function from the seaborn library in Python used to create violin plots. A violin plot is a type of visualization that combines elements of a box plot and a kernel density plot to show the distribution of data across several categories.

Here's a breakdown of what sns.violinplot does:

• Data: It takes data as input, typically represented by a pandas DataFrame. This data should have two columns:
  • One categorical column representing the groups or categories for which you want to compare the distribution (e.g., borough in your example).
  • One numerical column representing the data you want to visualize the distribution for (e.g., price of apartments).
• Visualization: It creates a violin plot for each category in the data. A violin plot is shaped like a violin and consists of two parts:
  • Box plot: This part shows the quartiles (25th percentile, median, and 75th percentile) of the data for each category, similar to a traditional box plot.
  • Kernel density estimate: This part overlays a smooth curve on the violin shape, representing the estimated probability distribution of the data for each category.
• Comparison: By visualizing both the box plot and the kernel density, sns.violinplot allows you to compare the distribution of the data across different categories. You can see how spread out the data is in each category, identify potential outliers, and compare medians across categories.

Here are some additional points about sns.violinplot:

• It offers various customization options to control the appearance of the violin plot, such as color, size, and scaling.
• It can be used with other categorical variables besides just one. For instance, you could create a violin plot with color representing another categorical variable to see how the distribution of a numerical variable changes within different subgroups.
• While seaborn is commonly used for data visualization in Python, violinplot functionality might also be available in other data visualization libraries.

Overall, sns.violinplot is a powerful tool for visualizing the distribution of data across categories and comparing those distributions visually.

distance_from_centure_less_than_50 = df[df['dfc']<50]
plt.figure(figsize=(10, 6))
plt.scatter(df['price'], df['dfc'], color='blue', alpha=0.7)
plt.title('Price vs. Distance From Centure')
plt.xlabel('Price')
plt.ylabel('distance from centure')

plt.show()

plt.figure(figsize=(10, 6))
plt.scatter(df[df['dfc']<50]['price'], df[df['dfc']<50]['dfc'], color='blue', alpha=0.7)
plt.title('Price vs. Distance From Centure Less Than 50 meters')
plt.xlabel('Price')
plt.ylabel('distance from centure')

plt.show()

The most expensive hotels are in center of cities.

Far hotels from center of city are cheaper.

So if you want cheaper hotel far places sound good idea.

plt.figure(figsize=(10, 6))
plt.scatter(df['rating'], df['dfc'], color='blue', alpha=0.7)
plt.title('Rating vs. Distance From Centure')
plt.xlabel('Rating')
plt.ylabel('distance from centure')

plt.show()

plt.figure(figsize=(10, 6))
plt.scatter(df[df['dfc']<50]['rating'], df[df['dfc']<50]['dfc'], color='blue', alpha=0.7)
plt.title('Rating vs. Distance From Centure Less Than 50 meters')
plt.xlabel('Rating')
plt.ylabel('distance from centure')

plt.show()

about scatter plots above:

A scatter plot is a type of graphical representation used to visualize the relationship between two variables for a set of data. It uses a Cartesian coordinate system to plot each data point as a mark (usually a circle but other shapes can be used). The position of the mark on the horizontal (x) and vertical (y) axes corresponds to the values of the two variables for that particular data point.

Here are some key characteristics of a scatter plot:

• Data Representation: Each data point in the dataset is represented by a single mark on the plot.
• Axes: The horizontal (x) axis represents one variable, and the vertical (y) axis represents another variable. The axes are typically labeled with the names of the variables and their units (if applicable).
• Relationship Visualization: By looking at the distribution of the marks on the scatter plot, you can see if there is a relationship between the two variables.
  • Positive correlation: If the marks show a general upward trend as you move from left to right, there is a positive correlation between the variables. This means that as the value of one variable increases, the value of the other variable tends to increase as well.
  • Negative correlation: If the marks show a general downward trend as you move from left to right, there is a negative correlation between the variables. This means that as the value of one variable increases, the value of the other variable tends to decrease.
  • No correlation: If the marks appear randomly scattered across the plot, there is no clear linear relationship between the variables.

Here are some benefits of using scatter plots:

• Simple and Easy to Understand: Scatter plots are a relatively simple visualization tool that can be easily understood by people with a basic understanding of graphs.
• Identify Trends: They are effective for visually identifying trends or patterns in the relationship between two variables.
• Highlight Outliers: Scatter plots can help reveal outliers in the data, which are data points that fall far away from the majority of the other points.

Here are some limitations to consider with scatter plots:

• Limited to Two Variables: They can only visualize the relationship between two variables at a time. If you want to explore the relationships between more than two variables, you might need to use other visualization techniques.
• Doesn't Show Causation: Just because there is a correlation between two variables doesn't necessarily mean that one variable causes the other. There might be a third unknown variable influencing both.

Overall, scatter plots are a versatile and valuable tool for data exploration and analysis. They can help you quickly identify relationships between variables and gain insights into the data.

The best hotels are in center of cities mostly.

Far hotels from center of city are cheaper.

Don't worry about the poor quality of hotels by moving away from the city center

df['room_type'].unique()

array(['Suite', 'Single Bed in 6-Bed Dormitory Room',
       'Comfort Single Room', 'Classic Room', 'Comfort Double Room',
       'Single Room', 'Standard Single Room', 'Executive Double Room',
       'Large Triple Room', 'Standard Double Room',
       'Bed in 10-Bed Mixed Dormitory Room', 'Charm Standard Single Room',
       'Double Room', 'Superior Studio', 'Bed in 12-Bed Dormitory Room',
       'Bed in 8-Bed Dormitory Female Room with Shared Bathroom',
       'Superior Double Room', 'Triple Room',
       'Comfort Single Room with Shower', 'Small Single Room',
       'Chambre Deluxe', 'Classic Double Room', 'King Room - Iconic View',
       'Twin Room', 'Double Room with Single Use',
       'Bed in 4-Bed Mixed Dormitory Room', 'Classic Guest Room',
       'Small Single Room with Private External Bathroom',
       'Bed in 11-Bed Mixed Duplex Dormitory Room With Private Bathroom',
       'Double Room with free airport shuttle',
       'Double or Twin Room with free airport shuttle',
       'Quadruple Room with Private Bathroom',
       'Bed in 6-Bed Mixed Dormitory Room',
       'Small Double Room with Shared Bathroom', 'Junior Suite',
       'Superior Triple Room', 'Premium King Room',
       'Superior Double or Twin Room', 'Deluxe Apartment',
       'Bed in 4-Bed Female Dormitory Room',
       'One-Bedroom Apartment (2 Adults)', 'Small Double Room',
       'Double Room (1 Adult)', 'Standard Double or Twin Room',
       'Classic Interior Double Room', 'Standard Queen Room',
       'Deluxe Studio', 'Premium Double Room', 'Room with King Size bed',
       'Queen Room', 'Bed in 8-Bed Dormitory Room', 'Cosy Small Room',
       'Deluxe 6/7 Beds Dorm shared',
       'Economy Single Room With Shared Toilet',
       'Bed in Male Dormitory Room',
       'Single Room with Private Shower and Shared Toilet',
       'Room with Queen Size Bed',
       'Twin Room with Private External Bathroom', 'Business Double Room',
       'Deluxe Double Room with Balcony', 'Family Room (3 Adults)',
       'Two-Bedroom Apartment', 'Comfort Triple Room', 'King Studio',
       'Double Room with Garden View',
       'Standard Double Room without Window',
       'Collection Superior Queen Room', 'Superior King or Twin Room',
       'Superior King Room', 'Always ME', 'Locke Room',
       'Superior Double Room with Internal View',
       'Standard Single Room with Shared Bathroom', 'Deluxe Single Room',
       'Single Room - En Suite', 'Suite Exécutive', 'Quadruple Room',
       'Executive Room', 'Standard Triple Room',
       'Room with One Queen Bed and One Bunk Bed',
       'One-Bedroom Apartment', 'Standard Double Room with One Bunk Bed',
       'Premium King Room with Sofa Bed', 'Studio', 'Deluxe Family Suite',
       'Family Room', 'Deluxe Room with 2 Double Beds',
       'Standard Triple Studio', 'Junior Suite Quadruple',
       'Double or Twin Room', 'Deluxe Guest Room',
       'Classic Quadruple Room', 'King Room with View',
       'Executive Double or Twin Room', 'Standard Room',
       'Superior Apartment', 'Triple Room with Private Bathroom',
       'Double Room with Shower', 'Classic Twin Room, with en suite',
       'Double Studio', 'Deluxe Double Room',
       'Double Room with Shared Toilet', 'Standard Twin Room',
       'Classic Studio', 'Double Room with Shared Bathroom',
       'Collection Superior Room', 'City Double Room',
       'Double Room with Private Shower and Shared Toilet',
       'Standard King Room', 'Double Room with Shower and Shared Toilet',
       'One-Bedroom Suite (3 Adults)', 'Family Room with Terrace',
       'Apartment', 'Double Room with Extra Bed', 'Standard Apartment',
       'Twin Room with Extra Bed', '6-Bed Mixed Dormitory Room',
       'Triple Room with free airport shuttle', 'Executive Triple Room',
       'Triple Room with Shared Bathroom', 'Studio Apartment',
       'Deluxe Family Room', 'One-Bedroom Suite with Double Bed',
       'Budget Triple Room', 'Deluxe Twin Room, with en suite',
       'Queen Room with Shared Bathroom',
       'Standard Double Room with Sofa Bed', 'Triple Standard',
       'Studio Triple', 'Deluxe Premium Room', 'Superior Twin Room',
       'Triple Cabin', 'Penthouse Apartment', 'Two-Bedroom Suite',
       'Double Room - Disability Access', 'King Room',
       'Executive King Room', 'Deluxe King Room',
       'Superior - Boudoir with Jacuzzi', 'Privilege Room',
       'Double Room with Sofa Bed',
       'Standard Room with double bed and sofa', 'Triple Room (3 Adults)',
       'Economy Triple Room with Shared Toilet', 'Classic Triple Room',
       'Quadruple Room with Bathroom', 'Streetlife & Big',
       'Triple Room with Private External Bathroom',
       'Apartment Suite with Living Area', 'Deluxe Triple Room',
       'Business Triple King Room', 'Triple Room with Balcony',
       'Grand Deluxe Room', 'Queen Family Room with City View',
       'Superior Double Room with Extra Bed',
       'Standard Queen Room with Sofa Bed', 'Deluxe Double or Twin Room',
       'Deluxe King Room with Kudamm View',
       'Superior King Room with Sofa Bed - Larger Guest Room',
       'Suite with separate kitchen', 'Quadruple Room with Bath',
       'Quadruple Room - Non-Smoking', 'Classic Suite',
       'Two-Double Adjoining Rooms', 'King Suite',
       'Apartment F0G Springbreak', 'Three-Bedroom Apartment',
       'Superior Quadruple Room', 'Quadruple Room - Top Floor',
       'Large Two-Room Apartment', 'Quintuple Room',
       'Two-Bedroom Family Suite with Terrace',
       'Two-Bedroom Suite XXL + terrace', 'Comfort Quintuple Room',
       'Family Room (2 Adults + 3 Children)', 'Family Suite',
       'Two-Bedroom Apartment with Balcony', 'Apartment - Split Level',
       'Dormitory Room (6 People) with Bathroom', 'Family Room with Bath',
       'Two-Bedroom House', 'Apartment with Garden View',
       'Double or Twin Room with City View',
       'Comfort Double or Twin Room', 'Family room Standard',
       'Family Room with Bathroom', 'Apartment with Balcony',
       'Two Bedroom Apartment with Sofa Bed', 'Superior Family Room',
       'Deluxe Two-Bedroom Suite', 'Two-Bedroom Apartment with Sofa Bed',
       'Duplex Apartment', 'Family Room with Private Bathroom',
       'Three-Bedroom Villa',
       'Three-Bedroom Premium Apartment with Balcony',
       'Family Room (5 Adults)', 'Family Room with Sofa (5 Person)',
       'Two bedroom apartment with 2 private bathrooms',
       'Standard Family Room', 'Holiday Home',
       'One-Bedroom Apartment (4 Adults)', 'Quartet Room', 'Deluxe Suite',
       'Duplex Family Suite', 'One-Bedroom Apartment (4 People)',
       'Studio with Sofa Bed', 'King Suite with Sofa Bed',
       'Apartment - Ground Floor', 'Three-Bedroom Suite',
       'Luxury Studio Suite', 'Deluxe Studio, 1 Queen Bed and Sofa Bed',
       'Quadruple Room with Shower', 'Comfort Quadruple Room',
       '4-Bed Room', 'Deluxe One-Bedroom Suite',
       'Economy Quadruple Room with Shared Bathroom',
       'Standard Quadruple Room',
       'Double or Twin Room with Shared Bathroom', 'Studio with Terrace',
       'One-Bedroom Suite', 'One-Bedroom Suite XL', 'Superior Suite',
       'Double Room for 4 guests with Extra Bed',
       'Comfort Studio Apartment', 'Family Quadruple Room',
       'Quadruple Room with Shared Bathroom', 'Standard Studio',
       'Double Room with two Extra Beds',
       'Quadruple Room with Garden View',
       'One-Bedroom Apartment with Sofa Bed',
       'One Bedroom Apartment with sofa bed',
       'Deluxe Room, Guest room, 2 Double, Family Room, Balcony',
       'Deluxe Room with Two Double Beds',
       'Deluxe Double Room with Two Double Beds',
       'Superior Queen Room with Two Queen Beds',
       'Family Room (2 Adults + 2 Children)', 'Queen Studio',
       'Suite Collection Two-Bedrooms', 'Apartment with Pool View',
       'Family Suite with Balcony - Shared Bathroom',
       'Family Double Room', 'Chalet',
       'Three-Bedroom Apartment with Terrace', 'Quadruple',
       'Comfort Suite with Balcony', 'Small Family Room',
       'Apartment Standard', 'Family Room (4 Adults)',
       'Comfort Apartment with Kitchen and own Bathroom',
       'Apartment (4 Adults) III', 'One-Bedroom Suite L',
       'Family & Friends', 'Quadruple Room Ensuite',
       'Connecting Premium Superior Family Room', 'Apartment with Shower',
       'Four-Bedroom Apartment', 'Villa', 'Family Studio',
       'One-Bedroom Apartment (2 Adults) - Twin', 'Duplex Suite',
       'Double or Twin Room (1-2 Adults)', 'Economy Double or Twin Room',
       'Economy Double Room', 'Junior Suite (2 Adults + 2 Children)',
       'Triple Room Ground Floor', 'Junior Suite (2 Adults + 1 Child)',
       'Apartment with Terrace', 'Double Room with patio view',
       'Family Apartment', 'Six-Bed Room', '6-Bed Room', 'Apartment 18',
       'Familienzimmer 6 personen', '6-Bed Room with Private Bathroom',
       '1-Room-Apartment', 'Room with 5 Beds',
       'Family Room with Shared Bathroom',
       'Apartment Family with 2 Bedrooms and Loggia',
       '6-Bed Room with Shared Bathroom', 'Quintiple Room',
       'Large Family Room',
       'One-Bedroom Apartment with Balcony Tulpe - Ringbahnstraße 70, 12099 Berlin',
       'Premium Double or Twin Room', 'Gold Suite Terrace', 'Apartament',
       'Family Room with Shower', 'Room with 6 beds and Private Bathroom',
       'Comfort suite with sofa bed', 'Studio with Balcony',
       'Two-Bedroom Corner Suite', 'Family Suite (4 Adults)',
       'Quadruple (4 Adults)', 'Family Room with Balcony',
       'Suprême Family room', 'Familiy Room with free airport shuttle',
       'Two Bedroom The Fine Arts Suite with Terrace',
       'Superior Duplex Three-Bedroom Apartment with Garden View',
       'Three-Bedroom House', 'Family Room (5 Person)',
       'Two-Bedroom Apartment (5 Adults)', 'Suite Family Room',
       'Studio Apartment G.B.',
       'Two-Bedroom Deluxe Apartment with Balcony',
       'Deluxe Two-Bedroom Apartment with Balcony', 'Studio Deluxe',
       'Deluxe Family Room Two Communicating Rooms with 4 Double beds',
       'Budget Double Room',
       'Family Room with Balcony and Shared Bathroom',
       'Duplex three bedroom with balcony', 'Maisonette',
       'Deluxe Apartment with Balcony', 'Duplex Superior',
       'One-Bedroom Apartment with Terrace',
       'Two-Bedroom Apartment (6 People)', 'Two-Bedroom Apartment I',
       'Five-Bedroom House', 'Apartment 17',
       'Two-Bedroom Apartment - Bundesallee 203', 'Tent',
       'Standard Family Suite with Two Connecting Rooms',
       'Studio Apartment with Balcony (4 Adults)',
       'Executive Suite with Kitchen', 'Loft', 'Studio Double Double',
       'Superior Twin Room with Internal View', 'Studio (3 Adults)',
       'Superior Studio (3 Adults)',
       'Superior Room with One Double Bed and One Single Bed',
       'Superior Double Room with Sofabed',
       'Standard Triple Room with 2 Single Beds and Sofa Bed',
       'Standard Twin Room with One Bunk Bed',
       'André Eiffel Prestige Room', 'Comfort Room',
       'Queen Room - Mobility Access', 'Classic, Guest room, 1 King',
       'Double Superior', 'Premium Superior Room', 'Single Studio',
       'Double Standard', 'Standard Double Room with free parking',
       'Budget Double or Twin Room', 'Standard New Style Room',
       'Artits Suite', 'Suite with Extra Bed (4 Adults)',
       'Classic Double Room with Sofabed', 'Side-Car Room',
       'Duo Pop Room', 'Premium Room', 'Standard Studio (2 Adults)',
       'Double Room Cabriole', 'Classic Double Room with Sacré-Cœur view',
       'Chic Double Room', 'Executive Twin Room', 'Classic King Room',
       'Standard Double Room 14m2',
       'Superior Queen Room with Queen Bed and Garden View',
       'Classic Double or Twin Room',
       'Basic Triple Room with Shared Bathroom', 'Luxury King Room',
       'Executive Deluxe Studio Suite',
       'Superior Room with 1 Queen Bed + 1 Sofa Bed',
       'Studio with Garden View', 'King Room with Courtyard View',
       'Deluxe Room, 1 King', 'Deluxe Junior Suite', 'Premium Guest Room',
       'Petit Barquillo', 'Suite with Sofa Bed',
       'Double Room with Sofa Bed (3 Adults) - Design',
       'Deluxe Double Room with Extra Bed',
       'Privilege Double Room with extra Bed', 'City Studio',
       'Excelsior Suite', 'Superior Room', 'Triple Room - Single Beds',
       'Basic Triple Room', 'Alcalá Junior Suite',
       'Standard Suite with Twin Beds and Sofa Bed',
       'Junior Suite with Extra Bed', 'Premium Studio',
       'Berlin Penthouse', 'Comfort Room with Kingsize Bed',
       'One Bedroom Apartment with Internal Balcony', 'Queen Family Room',
       'Superior Room with 1 Queen size bed + convertible sofa',
       'Deluxe Queen Suite', 'Classic Twin Room',
       'Cabrio Room with Private Bathroom', 'Studio (2 Adults)',
       'Twin Standard',
       'Superior double or twin with street view or courtyard',
       'Urban Double Room', 'Traditional Double Room',
       'Executive Queen Room - Non-Smoking', 'Standard Double',
       'Double Room (1-2 Adults) - Basic',
       'Standard Double or Twin Room with Extra Bed',
       'Superior Deluxe Double Room',
       'Comfort Double or Twin Room with Extra Bed',
       'Suite with sofa bed & balcony', 'Design Double Room',
       'Management Suite', 'Executive Suite', 'Studio für 3 Personen',
       'Standard Double Room (2 persons )',
       'Double Room (check-in not possible after 9 p.m.)',
       'CLASSIC Double Room – Courtyard View', 'Deluxe Twin Room',
       '"Cosy" Room', 'Gold King',
       'Superior Double Room - Disability Access', 'Locke Studio',
       'Cocoon 2 - Twin', 'Deluxe King Studio',
       'Double Room with Private Bathroom', 'Guest Room, 1 King',
       'Classic King Room - Garden Side',
       'Suite with Extra Bed (2 Adults + 2 Children)',
       'Classic Room with Double Bed', 'Melia Room',
       'Standard Suite with One Double Bed and One Sofa',
       'Superior Suite, 1 Bedroom Suite, 1 King',
       'Comfort Double Room with Sofa Bed',
       'One-Bedroom Apartment - 6th Floor',
       'Triple Room with 3 Single Beds', 'Triple Room - Street View'],
      dtype=object)

# Create a bar plot for reviews and number of beds
plt.figure(figsize=(10, 6))
sns.barplot(data=df, x='bed', y='review', palette='viridis')
plt.title('Total Reviews by Number of Beds')
plt.xlabel('Number of Beds')
plt.ylabel('Total Reviews')

plt.show()

C:\Users\User\AppData\Local\Temp\ipykernel_21132\2096004849.py:3: FutureWarning: 

Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.

  sns.barplot(data=df, x='bed', y='review', palette='viridis')

Rooms with two beds have more reviews maybe because pepole in travel are family are group , so these reservations are more than ets.

And maybe because reaction in groups or family are more than solo or couple and reactions are more.

numerical_cols = ['rating', 'quality_val', 'dfc' , 'price' , "review"]

plt.figure(figsize=(15, 10))
for i, col in enumerate(numerical_cols, 1):
    plt.subplot(3, 3, i)
    sns.histplot(df[col], kde=True)
    plt.title(f"Distribution of {col}")
plt.tight_layout()
plt.show()

import statsmodels.api as sm
from sklearn.preprocessing import MinMaxScaler
from sklearn.model_selection import train_test_split

df_encoded = pd.get_dummies(df, columns=['name', 'room_type', 'city', 'neighbourhood', 'bed'], drop_first=True)

numerical_cols = ['rating', 'quality_val', 'nights', 'adults', 'dfc']

X = df_encoded.drop(columns=['price' , 'quality'])
y = df_encoded['price']

scaler = MinMaxScaler()
X[numerical_cols] = scaler.fit_transform(X[numerical_cols])

X = sm.add_constant(X)
X = X.astype(float)

model = sm.OLS(y, X).fit()
price_model_summary = model.summary()
print(price_model_summary)

                            OLS Regression Results                            
==============================================================================
Dep. Variable:                  price   R-squared:                       0.941
Model:                            OLS   Adj. R-squared:                  0.929
Method:                 Least Squares   F-statistic:                     82.18
Date:                Tue, 28 May 2024   Prob (F-statistic):               0.00
Time:                        12:02:12   Log-Likelihood:                -47722.
No. Observations:                7322   AIC:                         9.781e+04
Df Residuals:                    6139   BIC:                         1.060e+05
Df Model:                        1182                                         
Covariance Type:            nonrobust                                         
===============================================================================================================================================================================================================
                                                                                                                                                  coef    std err          t      P>|t|      [0.025      0.975]
---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
const                                                                                                                                        8204.7564   1170.249      7.011      0.000    5910.658    1.05e+04
rating                                                                                                                                       6.836e+05   8.89e+04      7.687      0.000    5.09e+05    8.58e+05
quality_val                                                                                                                                 -2.537e+05    3.3e+04     -7.693      0.000   -3.18e+05   -1.89e+05
nights                                                                                                                                        817.5031     10.068     81.198      0.000     797.766     837.240
adults                                                                                                                                        533.7009     19.606     27.222      0.000     495.267     572.135
review                                                                                                                                       -165.9476     21.604     -7.681      0.000    -208.299    -123.597
dfc                                                                                                                                           1.14e+05   1.48e+04      7.684      0.000    8.49e+04    1.43e+05
name_104-Beautiful apartment near champs elysees                                                                                            -2425.5592    346.099     -7.008      0.000   -3104.034   -1747.084
name_134 Kilburn road apartment                                                                                                              9.549e+04   1.25e+04      7.661      0.000    7.11e+04     1.2e+05
name_142 Suite Ober - Superbe Appartement à Paris                                                                                            -1.75e+05   2.28e+04     -7.688      0.000    -2.2e+05    -1.3e+05
name_145 Burnley Road                                                                                                                       -3.683e+04   4764.236     -7.731      0.000   -4.62e+04   -2.75e+04
name_156 Suite Marlene - Superb apartment in Paris.                                                                                         -3.085e+05   4.02e+04     -7.684      0.000   -3.87e+05    -2.3e+05
name_195 Suite Royal - Superb apartment in Paris                                                                                            -2.732e+05   3.55e+04     -7.685      0.000   -3.43e+05   -2.03e+05
name_2 Bed 2 Bath Close to Big Ben                                                                                                          -4.607e+05      6e+04     -7.683      0.000   -5.78e+05   -3.43e+05
name_2 Bed flat near to London Bridge                                                                                                       -1.774e+05   2.31e+04     -7.681      0.000   -2.23e+05   -1.32e+05
name_2 Bedroom Modern Family Flat-Apartment Fulham London                                                                                   -1.119e+05   1.45e+04     -7.713      0.000    -1.4e+05   -8.35e+04
name_2 Bedrooms 2 Stations                                                                                                                  -1.623e+05   2.11e+04     -7.694      0.000   -2.04e+05   -1.21e+05
name_2 Bedrooms Modern Central London Apartment, Full Kitchen, 5 minutes Tube Station                                                       -2.425e+05   3.15e+04     -7.696      0.000   -3.04e+05   -1.81e+05
name_2 bed Luxurious apartments Canary Wharf                                                                                                -2.421e+05   3.15e+04     -7.685      0.000   -3.04e+05    -1.8e+05
name_2 bedroom top floor flat, West Dulwich FREE STREET PARKING                                                                             -4.098e+05   5.34e+04     -7.680      0.000   -5.14e+05   -3.05e+05
name_2&3 Bedrooms near EXCEL London - Modern Spacious Apartment For Larger Groups                                                            -3.03e+05   3.94e+04     -7.683      0.000    -3.8e+05   -2.26e+05
name_202419 - Elegant apartment for 6 people in the Montorgueil area                                                                        -1.173e+05   1.52e+04     -7.706      0.000   -1.47e+05   -8.75e+04
name_250 City Road 2 Bollinder Place EC1V 2AH 2bed LUXURY apartments                                                                         6.274e+04   8222.691      7.631      0.000    4.66e+04    7.89e+04
name_259 Suite Suzy - Superb Duplex in Paris                                                                                                -1.415e+05   1.84e+04     -7.686      0.000   -1.78e+05   -1.05e+05
name_264 rooms                                                                                                                               2.566e+05   3.35e+04      7.665      0.000    1.91e+05    3.22e+05
name_3 Bedrooms, 3 Baths, Spacious Lounge, Full Kitchen, Garden, Ground Floor, Free Parking                                                  1.064e+05   1.38e+04      7.724      0.000    7.94e+04    1.33e+05
name_3 bed Hackney/Harringay Flat                                                                                                           -1.654e+05   2.16e+04     -7.674      0.000   -2.08e+05   -1.23e+05
name_331                                                                                                                                    -1.852e+05   2.41e+04     -7.677      0.000   -2.32e+05   -1.38e+05
name_37 Doughty Street                                                                                                                      -1.874e+05   2.44e+04     -7.678      0.000   -2.35e+05    -1.4e+05
name_373 Suite Suzanne - Superbe Appartement à Paris                                                                                         1.094e+05   1.43e+04      7.654      0.000    8.14e+04    1.37e+05
name_44 Centro Apartaments & Suites                                                                                                         -3.894e+05   5.08e+04     -7.662      0.000   -4.89e+05    -2.9e+05
name_5 Doughty Street                                                                                                                         -1.3e+05    1.7e+04     -7.651      0.000   -1.63e+05   -9.67e+04
name_60 Balconies Iconic                                                                                                                    -2.583e+05    3.4e+04     -7.608      0.000   -3.25e+05   -1.92e+05
name_AC Hotel Madrid Feria by Marriott                                                                                                      -9.693e+04   1.27e+04     -7.641      0.000   -1.22e+05   -7.21e+04
name_AMC Apartments Ku'damm & Bundesallee                                                                                                   -1.796e+05   2.34e+04     -7.686      0.000   -2.25e+05   -1.34e+05
name_AP Embajadores X                                                                                                                       -3.277e+05   4.27e+04     -7.682      0.000   -4.11e+05   -2.44e+05
name_AP Hotel Madrid Airport                                                                                                                -3.527e+05    4.6e+04     -7.671      0.000   -4.43e+05   -2.63e+05
name_ARC de TRIOMPHE - FOCH PALACE                                                                                                           -1.41e+05   1.83e+04     -7.700      0.000   -1.77e+05   -1.05e+05
name_ARK Canary Wharf                                                                                                                        5.132e+04   6654.901      7.711      0.000    3.83e+04    6.44e+04
name_AV. Asturias Apartamento                                                                                                               -1.413e+05   1.84e+04     -7.694      0.000   -1.77e+05   -1.05e+05
name_Absolute Hotel Paris République                                                                                                         2.138e+05   2.78e+04      7.682      0.000    1.59e+05    2.68e+05
name_Acogedor Apt para 5pax en el corazon de Chamberi                                                                                        -2.56e+05   3.33e+04     -7.690      0.000   -3.21e+05   -1.91e+05
name_Address Inn                                                                                                                              -1.5e+05   1.95e+04     -7.674      0.000   -1.88e+05   -1.12e+05
name_Airport Madrid suites apartments Belfast 13                                                                                            -6.009e+05   7.82e+04     -7.683      0.000   -7.54e+05   -4.48e+05
name_Aldgate Flats                                                                                                                          -4.318e+04   5591.904     -7.722      0.000   -5.41e+04   -3.22e+04
name_Alexandra Hotel                                                                                                                         6.042e+05   7.87e+04      7.678      0.000     4.5e+05    7.58e+05
name_Alianza Suites                                                                                                                         -8.766e+04   1.14e+04     -7.688      0.000    -1.1e+05   -6.53e+04
name_Alper Hotel am Potsdamer Platz                                                                                                         -4.903e+05   6.39e+04     -7.678      0.000   -6.15e+05   -3.65e+05
name_Altona                                                                                                                                  4.355e+05   5.67e+04      7.677      0.000    3.24e+05    5.47e+05
name_Amazing in Central Paris                                                                                                                3.802e+04   4836.371      7.860      0.000    2.85e+04    4.75e+04
name_Amiral Hôtel                                                                                                                            8.869e+04   1.15e+04      7.688      0.000    6.61e+04    1.11e+05
name_Amstel House Hostel                                                                                                                     8235.5186   1108.029      7.433      0.000    6063.394    1.04e+04
name_Amsterdam Hotel                                                                                                                        -2.901e+05   3.78e+04     -7.684      0.000   -3.64e+05   -2.16e+05
name_Antonio Lopez en Madrid                                                                                                                -1.379e+04   1744.511     -7.903      0.000   -1.72e+04   -1.04e+04
name_Apart hotel Centre de Paris by Studio prestige                                                                                         -3.159e+05   4.12e+04     -7.670      0.000   -3.97e+05   -2.35e+05
name_Apartamento Costa de Madrid                                                                                                            -2.057e+05   2.67e+04     -7.707      0.000   -2.58e+05   -1.53e+05
name_Apartamento Julió 11-102                                                                                                                1.909e+05   2.48e+04      7.684      0.000    1.42e+05     2.4e+05
name_Apartamento NAO MALASAÑA - GRAN VIA                                                                                                    -3.626e+04   4743.351     -7.644      0.000   -4.56e+04    -2.7e+04
name_Apartamento con vistas en Lavapies                                                                                                     -3.994e+05    5.2e+04     -7.676      0.000   -5.01e+05   -2.97e+05
name_Apartamento de 4hab en La Latina con vistas a Madrid Centro                                                                             -3.65e+05   4.74e+04     -7.699      0.000   -4.58e+05   -2.72e+05
name_Apartamento en Legazpi de 3 dormitorios pequeños                                                                                        -474.4393    143.287     -3.311      0.001    -755.332    -193.547
name_Apartamentos Day Madrid GRAN VIA Centro Sol Malasaña                                                                                   -3.512e+05   4.56e+04     -7.693      0.000   -4.41e+05   -2.62e+05
name_Apartamentos Juan Bravo                                                                                                                 3.685e+05    4.8e+04      7.675      0.000    2.74e+05    4.63e+05
name_Apartamentos Laborde                                                                                                                   -6.176e+04   8059.131     -7.663      0.000   -7.76e+04    -4.6e+04
name_Apartamentos Mayor Centro                                                                                                              -4.798e+04   6219.688     -7.715      0.000   -6.02e+04   -3.58e+04
name_Apartamentos Puzzle Madrid Sol                                                                                                         -3.083e+05   3.98e+04     -7.755      0.000   -3.86e+05    -2.3e+05
name_Apartamentos Salvia 4                                                                                                                  -3.621e+04   4725.649     -7.662      0.000   -4.55e+04   -2.69e+04
name_Aparthotel Adagio Access Paris La Villette                                                                                             -2.019e+05   2.63e+04     -7.676      0.000   -2.53e+05    -1.5e+05
name_Aparthotel Adagio Access Paris Reuilly                                                                                                  7.689e+04   9970.163      7.712      0.000    5.73e+04    9.64e+04
name_Aparthotel Adagio Berlin Kurfürstendamm                                                                                                -6.673e+04   8706.706     -7.665      0.000   -8.38e+04   -4.97e+04
name_Aparthotel Adagio London Stratford                                                                                                      2.727e+05   3.55e+04      7.689      0.000    2.03e+05    3.42e+05
name_Aparthotel Adagio Paris Bercy Village                                                                                                  -5.489e+04   7119.977     -7.709      0.000   -6.88e+04   -4.09e+04
name_Aparthotel Adagio Paris Centre Tour Eiffel                                                                                               2.33e+05   3.03e+04      7.695      0.000    1.74e+05    2.92e+05
name_Aparthotel Adagio Paris Montmartre                                                                                                      1.428e+05   1.86e+04      7.694      0.000    1.06e+05    1.79e+05
name_Aparthotel Adagio Paris Nation                                                                                                          6.503e+04   8512.928      7.639      0.000    4.83e+04    8.17e+04
name_Aparthotel Adagio Paris XV                                                                                                              6.354e+04   8308.438      7.648      0.000    4.73e+04    7.98e+04
name_Aparthotel Adagio Porte de Versailles                                                                                                   1.313e+05   1.71e+04      7.682      0.000    9.78e+04    1.65e+05
name_Apartment Arc de Triomphe Champs Elysées                                                                                               -1.839e+05   2.39e+04     -7.697      0.000   -2.31e+05   -1.37e+05
name_Apartment Direct Views of Eiffel Tower & Sacré-Coeur from Mezzanine - 10 mins to Paris Center                                          -4.545e+05   5.92e+04     -7.680      0.000   -5.71e+05   -3.38e+05
name_Apartment Père Lachaise by Studio prestige                                                                                             -1.667e+05   2.17e+04     -7.696      0.000   -2.09e+05   -1.24e+05
name_Apartment close to Airport, Ifema                                                                                                      -3.771e+05   4.91e+04     -7.684      0.000   -4.73e+05   -2.81e+05
name_Apartment lyonnais center of paris                                                                                                     -7.914e+04   1.02e+04     -7.728      0.000   -9.92e+04   -5.91e+04
name_Apartmenthaus Berlin Mitte                                                                                                             -4.479e+05   5.83e+04     -7.687      0.000   -5.62e+05   -3.34e+05
name_Apartments Berlin Bornimer Straße                                                                                                      -4.271e+05   5.56e+04     -7.686      0.000   -5.36e+05   -3.18e+05
name_Apartments Near The O2                                                                                                                  2.084e+05   2.72e+04      7.672      0.000    1.55e+05    2.62e+05
name_Apartments Schöneberg                                                                                                                  -2.848e+05   3.71e+04     -7.685      0.000   -3.57e+05   -2.12e+05
name_Apartments WS - Haut-Marais - Carreau du Temple                                                                                         -244.8302    135.956     -1.801      0.072    -511.351      21.691
name_Apartments WS Hôtel de Ville - Le Marais                                                                                               -5.195e+04   6823.081     -7.614      0.000   -6.53e+04   -3.86e+04
name_Apartments WS Louvre - Richelieu                                                                                                        1.249e+05   1.63e+04      7.677      0.000     9.3e+04    1.57e+05
name_Apartments WS Marais - Musée Pompidou                                                                                                  -8.585e+04   1.11e+04     -7.710      0.000   -1.08e+05    -6.4e+04
name_Apartments am Brandenburger Tor                                                                                                         5.821e+05   7.58e+04      7.683      0.000    4.34e+05    7.31e+05
name_Apartments elPilar Friedrichshain                                                                                                      -3.759e+05   4.89e+04     -7.690      0.000   -4.72e+05    -2.8e+05
name_Apartments im Thüringer Hof                                                                                                            -3.361e+04   4408.869     -7.624      0.000   -4.23e+04    -2.5e+04
name_Apartments in Brixton next door to Brockwell Park                                                                                      -4.171e+05   5.43e+04     -7.679      0.000   -5.24e+05   -3.11e+05
name_Apartments near metro                                                                                                                   2.508e+04   3254.923      7.706      0.000    1.87e+04    3.15e+04
name_Apartosuites Jardines de Sabatini                                                                                                      -2.844e+04   3668.214     -7.754      0.000   -3.56e+04   -2.13e+04
name_Appart'City Classic Paris La Villette                                                                                                  -9.044e+04   1.18e+04     -7.690      0.000   -1.13e+05   -6.74e+04
name_Appart'City Collection Paris Grande Bibliothèque                                                                                       -8.185e+04   1.06e+04     -7.685      0.000   -1.03e+05    -6.1e+04
name_Appartement 2 chambres Pereire/Arc de Triomphe                                                                                          -1.87e+05   2.43e+04     -7.695      0.000   -2.35e+05   -1.39e+05
name_Appartement Broca                                                                                                                      -9490.8672   1228.898     -7.723      0.000   -1.19e+04   -7081.797
name_Appartement Métro Alexandre Dumas                                                                                                       3.056e+04   4025.571      7.593      0.000    2.27e+04    3.85e+04
name_Appartement Métro Alexandre Dumas - II                                                                                                  6956.0634   1004.990      6.922      0.000    4985.931    8926.196
name_Appartement Sacré Cœur (village)                                                                                                       -2.427e+05   3.16e+04     -7.680      0.000   -3.05e+05   -1.81e+05
name_Appartement Vintage Le Bon Marché - III                                                                                                -9.764e+04   1.27e+04     -7.718      0.000   -1.22e+05   -7.28e+04
name_Appartement au cœur du Marais - IV                                                                                                     -1.373e+05   1.78e+04     -7.692      0.000   -1.72e+05   -1.02e+05
name_Appartement centre de Paris avec Parking et terrasses                                                                                  -4.694e+05   6.12e+04     -7.671      0.000   -5.89e+05   -3.49e+05
name_Appartement cosy Paris centre Montmartre                                                                                                -3.32e+05   4.31e+04     -7.700      0.000   -4.17e+05   -2.47e+05
name_Appartement luxueux avec salle de bains de reve 6P                                                                                      -1.76e+05   2.29e+04     -7.689      0.000   -2.21e+05   -1.31e+05
name_Appartement spacieux 17ème arrondissement - II                                                                                         -1.911e+05   2.48e+04     -7.700      0.000    -2.4e+05   -1.42e+05
name_Appartement spacieux Bastille - 5 pers                                                                                                 -1.163e+05   1.51e+04     -7.690      0.000   -1.46e+05   -8.67e+04
name_Apple City Hotel                                                                                                                       -5.238e+05   6.82e+04     -7.683      0.000   -6.57e+05    -3.9e+05
name_Aquarius Hotel                                                                                                                         -2.073e+05    2.7e+04     -7.684      0.000    -2.6e+05   -1.54e+05
name_Arabel Design Apartments                                                                                                               -6.092e+05   7.93e+04     -7.679      0.000   -7.65e+05   -4.54e+05
name_Arbio I 1A Rooms & Apartments Prenzlauerberg Berlin                                                                                    -3.174e+04   4126.322     -7.691      0.000   -3.98e+04   -2.36e+04
name_Arch Hotel                                                                                                                              2.397e+05   3.12e+04      7.689      0.000    1.79e+05    3.01e+05
name_Ark am Hauptbahnhof                                                                                                                    -7.695e+05      1e+05     -7.681      0.000   -9.66e+05   -5.73e+05
name_Arlington House Apartments                                                                                                             -1.498e+05   1.95e+04     -7.670      0.000   -1.88e+05   -1.12e+05
name_Art Hotel Charlottenburger Hof Berlin                                                                                                   6.503e+04   8486.385      7.663      0.000    4.84e+04    8.17e+04
name_Artrip Hotel                                                                                                                           -5.381e+04   7022.152     -7.663      0.000   -6.76e+04      -4e+04
name_Artsy Berlin Oasis Apartment by Arbio                                                                                                   -1.64e+05   2.13e+04     -7.711      0.000   -2.06e+05   -1.22e+05
name_Atypique apartment - Saint-Germain des Prés                                                                                            -7.242e+04   9397.980     -7.706      0.000   -9.08e+04    -5.4e+04
name_Austin David Apartments ExCeL                                                                                                          -2.869e+05   3.73e+04     -7.686      0.000    -3.6e+05   -2.14e+05
name_Austin David Executive ExCeL                                                                                                           -1.649e+05   2.15e+04     -7.676      0.000   -2.07e+05   -1.23e+05
name_Austin's Saint Lazare Hotel                                                                                                              2.38e+05    3.1e+04      7.688      0.000    1.77e+05    2.99e+05
name_Avari Apartments - Hatton Collection                                                                                                   -2.098e+05   2.73e+04     -7.680      0.000   -2.63e+05   -1.56e+05
name_Avenir Hotel Montmartre                                                                                                                -5.876e+04   7649.064     -7.682      0.000   -7.38e+04   -4.38e+04
name_Axel Hotel Madrid - Adults Only                                                                                                          2.09e+05   2.72e+04      7.681      0.000    1.56e+05    2.62e+05
name_Axel TWO Berlin - Adults Only                                                                                                           7.769e+04   1.01e+04      7.702      0.000    5.79e+04    9.75e+04
name_Axor Barajas                                                                                                                            1.303e+04   1700.368      7.664      0.000    9698.784    1.64e+04
name_Axor Feria                                                                                                                              2.639e+05   3.44e+04      7.680      0.000    1.97e+05    3.31e+05
name_B&B HOTEL Berlin-Alexanderplatz                                                                                                         -4.13e+05   5.38e+04     -7.683      0.000   -5.18e+05   -3.08e+05
name_B&B HOTEL Paris Porte de la Villette                                                                                                   -2.073e+05    2.7e+04     -7.692      0.000    -2.6e+05   -1.54e+05
name_B&B Hotel Berlin-Charlottenburg                                                                                                         1.202e+05   1.57e+04      7.677      0.000    8.95e+04    1.51e+05
name_B&B Hotel Berlin-Tiergarten                                                                                                             3.341e+05   4.35e+04      7.687      0.000    2.49e+05    4.19e+05
name_BAI Amazing 5 Sleeper Flat in London Zone 2                                                                                            -2.505e+05   3.26e+04     -7.692      0.000   -3.14e+05   -1.87e+05
name_BE YOU LUXURY APART'HÔTEL Paris                                                                                                        -2.447e+05   3.19e+04     -7.666      0.000   -3.07e+05   -1.82e+05
name_BERNABEU/ C.UNIVERSITARIA APARTMENTS                                                                                                   -1.082e+05   1.41e+04     -7.683      0.000   -1.36e+05   -8.06e+04
name_BNB near Brandenburg Gate - Rooms & Apartments                                                                                         -5.522e+05   7.19e+04     -7.682      0.000   -6.93e+05   -4.11e+05
name_BRENDA'S APART HOTEL LONDON -Elephant & Castle                                                                                         -1.602e+05   2.08e+04     -7.719      0.000   -2.01e+05    -1.2e+05
name_BYPILLOW Crosstown                                                                                                                     -2.198e+04   2878.309     -7.636      0.000   -2.76e+04   -1.63e+04
name_Baker Street Suites                                                                                                                    -3.686e+05   4.78e+04     -7.712      0.000   -4.62e+05   -2.75e+05
name_Balmoral House Hotel                                                                                                                   -1.726e+05   2.24e+04     -7.693      0.000   -2.17e+05   -1.29e+05
name_Barceló Imagine                                                                                                                        -9.108e+04   1.19e+04     -7.630      0.000   -1.14e+05   -6.77e+04
name_Barceló Torre de Madrid                                                                                                                 2.791e+04   3378.597      8.260      0.000    2.13e+04    3.45e+04
name_Battersea Studios by Sleepy                                                                                                            -1.113e+05   1.45e+04     -7.675      0.000    -1.4e+05   -8.29e+04
name_Beaconsfield Hotel                                                                                                                      1.805e+05   2.35e+04      7.673      0.000    1.34e+05    2.27e+05
name_Beauquartier - Marais, Bourg Tibourg                                                                                                   -1.633e+05   2.13e+04     -7.673      0.000   -2.05e+05   -1.22e+05
name_Beautiful 3 Room apartment in Kreuzberg                                                                                                -3.501e+05   4.56e+04     -7.679      0.000    -4.4e+05   -2.61e+05
name_Beautiful and bright 3 bed near La Villette                                                                                            -4.107e+05   5.35e+04     -7.684      0.000   -5.16e+05   -3.06e+05
name_Belvedere Hotel                                                                                                                           2.7e+05   3.52e+04      7.673      0.000    2.01e+05    3.39e+05
name_Berkley Apartments                                                                                                                     -1.488e+05   1.95e+04     -7.638      0.000   -1.87e+05   -1.11e+05
name_Berlin Marriott Hotel                                                                                                                   -2.27e+05   2.96e+04     -7.676      0.000   -2.85e+05   -1.69e+05
name_Bermonds Locke                                                                                                                          4.538e+04   5872.117      7.728      0.000    3.39e+04    5.69e+04
name_Bermondsey Square Hotel - A Bespoke Hotel                                                                                               3.824e+05   4.97e+04      7.689      0.000    2.85e+05     4.8e+05
name_Bernstein Hotel Villa Kastania                                                                                                         -1.207e+05   1.57e+04     -7.680      0.000   -1.51e+05   -8.99e+04
name_Best Stay Jeuneurs                                                                                                                     -5543.4456    764.144     -7.254      0.000   -7041.436   -4045.455
name_Best Western Bretagne Montparnasse                                                                                                     -2.673e+05   3.48e+04     -7.671      0.000   -3.36e+05   -1.99e+05
name_Best Western Hotel Kantstrasse Berlin                                                                                                  -1.397e+05   1.82e+04     -7.696      0.000   -1.75e+05   -1.04e+05
name_Best Western Nouvel Orléans Montparnasse                                                                                                9.142e+04   1.19e+04      7.677      0.000    6.81e+04    1.15e+05
name_Best Western Plus 61 Paris Nation Hotel                                                                                                 -6.34e+04   8257.350     -7.678      0.000   -7.96e+04   -4.72e+04
name_Best Western Plus Plaza Berlin Kurfürstendamm                                                                                            4.62e+05   6.01e+04      7.682      0.000    3.44e+05     5.8e+05
name_Big City Aprtment in Berlin-Friedrichshain                                                                                             -6.232e+05    8.1e+04     -7.691      0.000   -7.82e+05   -4.64e+05
name_Blue Nights Apartments - Sébastopol                                                                                                    -1.426e+05   1.87e+04     -7.634      0.000   -1.79e+05   -1.06e+05
name_Bond Street Mayfair Penthouse                                                                                                          -9.692e+04   1.26e+04     -7.675      0.000   -1.22e+05   -7.22e+04
name_Boutique Madrid Center Apartment                                                                                                       -2.966e+05   3.87e+04     -7.670      0.000   -3.72e+05   -2.21e+05
name_Brick lane stay                                                                                                                         1.706e+04   2229.670      7.652      0.000    1.27e+04    2.14e+04
name_Bright & Quiet - Spacious Apt with Balcony & Lift                                                                                      -2.048e+05   2.67e+04     -7.674      0.000   -2.57e+05   -1.52e+05
name_Bright Room                                                                                                                            -1.065e+05   1.39e+04     -7.664      0.000   -1.34e+05   -7.92e+04
name_Britannia International Hotel Canary Wharf                                                                                              1.626e+06   2.12e+05      7.682      0.000    1.21e+06    2.04e+06
name_CALMA Berlin Mitte                                                                                                                     -6.397e+05   8.33e+04     -7.678      0.000   -8.03e+05   -4.76e+05
name_CENTRICO APARTAMENTO CON 3 BAÑOS EN PUERTA DEL SOL y ATOCHA                                                                            -4.077e+05   5.31e+04     -7.682      0.000   -5.12e+05   -3.04e+05
name_CH Plaza D'Ort Rooms Madrid                                                                                                            -2.373e+04   3027.620     -7.838      0.000   -2.97e+04   -1.78e+04
name_CMG - Bastille / Le Marais - D                                                                                                         -1.376e+05   1.79e+04     -7.693      0.000   -1.73e+05   -1.03e+05
name_CMG - Maison 3BR 8P Montmartre 15                                                                                                      -2.367e+05   3.08e+04     -7.686      0.000   -2.97e+05   -1.76e+05
name_CMG - Superbe appartement 10P/3BR- Gare de l Est                                                                                       -3.788e+05   4.93e+04     -7.681      0.000   -4.75e+05   -2.82e+05
name_CMG Meslay / République                                                                                                                -1.318e+05   1.71e+04     -7.692      0.000   -1.65e+05   -9.82e+04
name_CMG Résidence Bastille - Saint Antoine                                                                                                 -2.991e+05   3.89e+04     -7.692      0.000   -3.75e+05   -2.23e+05
name_CMG Saint Germain / Jardin du Luxembourg II                                                                                            -1.606e+05   2.09e+04     -7.679      0.000   -2.02e+05    -1.2e+05
name_CMG Voltaire / Nation                                                                                                                  -1.386e+05    1.8e+04     -7.681      0.000   -1.74e+05   -1.03e+05
name_Camden Budget Suites - Next to Station and Camden Market                                                                               -1.327e+05   1.73e+04     -7.676      0.000   -1.67e+05   -9.88e+04
name_Camden House - Next to Camden Market and Station - City Center                                                                         -2.107e+05   2.74e+04     -7.682      0.000   -2.64e+05   -1.57e+05
name_Camden Royale Apart                                                                                                                    -2.051e+05   2.67e+04     -7.689      0.000   -2.57e+05   -1.53e+05
name_Camden Town Apartments                                                                                                                 -2.237e+05   2.91e+04     -7.686      0.000   -2.81e+05   -1.67e+05
name_Canary Riverside Plaza Hotel                                                                                                           -1.266e+05   1.66e+04     -7.627      0.000   -1.59e+05    -9.4e+04
name_Canopy Aldgate                                                                                                                         -1.339e+05   1.74e+04     -7.673      0.000   -1.68e+05   -9.97e+04
name_Capri by Fraser Berlin                                                                                                                 -2.342e+05   3.05e+04     -7.676      0.000   -2.94e+05   -1.74e+05
name_Carlton Hotel                                                                                                                           2.679e+05   3.48e+04      7.689      0.000       2e+05    3.36e+05
name_Casa Cafe Madrid (El plantio) Calle segundo anca 11 madrid 28023                                                                       -2.249e+05   2.92e+04     -7.689      0.000   -2.82e+05   -1.68e+05
name_Casa Emilio - Soho - by Frankie Says                                                                                                   -3.823e+05   4.98e+04     -7.682      0.000    -4.8e+05   -2.85e+05
name_Casa Rural Sierra Oeste                                                                                                                 4.004e+04   5183.360      7.724      0.000    2.99e+04    5.02e+04
name_Casa de las Artes, member of Meliá Collection                                                                                          -5.874e+04   7870.405     -7.463      0.000   -7.42e+04   -4.33e+04
name_Castellana Norte Ml8                                                                                                                   -1.434e+05   1.87e+04     -7.683      0.000    -1.8e+05   -1.07e+05
name_Cava Baja Suites 1                                                                                                                     -3.119e+05   4.06e+04     -7.677      0.000   -3.92e+05   -2.32e+05
name_Cava Baja Suites 2                                                                                                                      -3.16e+05   4.12e+04     -7.672      0.000   -3.97e+05   -2.35e+05
name_Centra Station                                                                                                                         -1.157e+05   1.51e+04     -7.674      0.000   -1.45e+05   -8.62e+04
name_Centra Studios                                                                                                                         -2.485e+04   3319.903     -7.487      0.000   -3.14e+04   -1.83e+04
name_Central City Apartments                                                                                                                -7.871e+05   1.02e+05     -7.688      0.000   -9.88e+05   -5.86e+05
name_Central Design Apartments at Ku´Damm                                                                                                    -4.91e+05   6.39e+04     -7.683      0.000   -6.16e+05   -3.66e+05
name_Central London Luxury Studios Fulham Close to Underground Newly Refurbished                                                            -7040.5072    979.635     -7.187      0.000   -8960.935   -5120.079
name_Central Park Hotel                                                                                                                      2.906e+06   3.78e+05      7.680      0.000    2.16e+06    3.65e+06
name_Centrale appartement moderne cosy familial Arc de Triomphe                                                                             -1.965e+05   2.56e+04     -7.685      0.000   -2.47e+05   -1.46e+05
name_Chancery Lane by Viridian Apartments                                                                                                   -3.981e+05   5.19e+04     -7.672      0.000      -5e+05   -2.96e+05
name_Charmant appartement 18e arrondissement                                                                                                -5.514e+04   7148.822     -7.714      0.000   -6.92e+04   -4.11e+04
name_Charming 1BR Flat in the Heart of City of London                                                                                        -2.03e+05   2.64e+04     -7.675      0.000   -2.55e+05   -1.51e+05
name_Charming two bedroom Wagram 17th                                                                                                       -1.631e+05   2.12e+04     -7.692      0.000   -2.05e+05   -1.22e+05
name_Chatillon Paris Montparnasse                                                                                                           -3.643e+04   4663.194     -7.812      0.000   -4.56e+04   -2.73e+04
name_Chic Two Bedroom Apartment in the Heart of Battersea Modern and Comfy                                                                  -1.139e+05   1.48e+04     -7.677      0.000   -1.43e+05   -8.48e+04
name_Chic in Paris - Oberkampf                                                                                                              -1.817e+05   2.36e+04     -7.686      0.000   -2.28e+05   -1.35e+05
name_Chilworth Court                                                                                                                        -3.526e+05   4.59e+04     -7.682      0.000   -4.43e+05   -2.63e+05
name_Choice Berlin - Wohnung für bis zu 12 Personen                                                                                         -3.508e+05   4.56e+04     -7.693      0.000    -4.4e+05   -2.61e+05
name_Ciel de Paris                                                                                                                           9760.3946   1314.657      7.424      0.000    7183.207    1.23e+04
name_Citadines Bastille Marais Paris                                                                                                         3.296e+05   4.29e+04      7.689      0.000    2.46e+05    4.14e+05
name_Citadines Trafalgar Square                                                                                                              3.321e+05   4.32e+04      7.692      0.000    2.47e+05    4.17e+05
name_Citadines Trocadéro Paris                                                                                                               1.961e+05   2.55e+04      7.683      0.000    1.46e+05    2.46e+05
name_City Center Camden Market Budget Apartment and Rooms                                                                                   -2.484e+05   3.23e+04     -7.683      0.000   -3.12e+05   -1.85e+05
name_City Hotel Ansbach am KaDeWe                                                                                                           -1.961e+05   2.56e+04     -7.667      0.000   -2.46e+05   -1.46e+05
name_City Hotel Berlin East                                                                                                                  8.629e+05   1.12e+05      7.683      0.000    6.43e+05    1.08e+06
name_City Hotel am Kurfürstendamm                                                                                                           -2.739e+05   3.56e+04     -7.690      0.000   -3.44e+05   -2.04e+05
name_City Pension Berlin                                                                                                                    -1.129e+05   1.47e+04     -7.668      0.000   -1.42e+05   -8.41e+04
name_City View Hotel                                                                                                                         6.056e+04   7919.144      7.648      0.000     4.5e+04    7.61e+04
name_City View Hotel - Roman Road Market                                                                                                     4812.5855    683.345      7.043      0.000    3472.990    6152.181
name_Cityflair Apartments Rummelsburg                                                                                                       -6.793e+05   8.84e+04     -7.685      0.000   -8.53e+05   -5.06e+05
name_Classik Hotel Hackescher Markt - Self Check In                                                                                         -8.819e+05   1.15e+05     -7.685      0.000   -1.11e+06   -6.57e+05
name_Clover Court                                                                                                                           -1.128e+05   1.48e+04     -7.646      0.000   -1.42e+05   -8.39e+04
name_Comfort Inn Edgware Road                                                                                                               -3.484e+04   4476.184     -7.784      0.000   -4.36e+04   -2.61e+04
name_Comfort and convenience close to Buttes Chaumont                                                                                       -1.598e+05   2.08e+04     -7.694      0.000   -2.01e+05   -1.19e+05
name_Comfortable - Cosy - Budget Studios in City Center                                                                                     -2.272e+05   2.95e+04     -7.694      0.000   -2.85e+05   -1.69e+05
name_Comfortable family villa                                                                                                                1.466e+05   1.91e+04      7.661      0.000    1.09e+05    1.84e+05
name_Comfy Apartments near Marble Arch                                                                                                      -3.658e+05   4.76e+04     -7.690      0.000   -4.59e+05   -2.73e+05
name_Compostela Suites                                                                                                                       8.322e+04   1.08e+04      7.696      0.000     6.2e+04    1.04e+05
name_Cool Apartments by Olala Homes                                                                                                          1.364e+04   1773.227      7.692      0.000    1.02e+04    1.71e+04
name_Cool Apt en el Downtown de Madrid-La Latina                                                                                            -3.853e+05   5.01e+04     -7.697      0.000   -4.83e+05   -2.87e+05
name_Cool&Central Apt para 7pax en Justicia-Centro                                                                                          -2.838e+05   3.69e+04     -7.701      0.000   -3.56e+05   -2.12e+05
name_Copthorne Tara Hotel London Kensington                                                                                                   1.41e+06   1.84e+05      7.680      0.000    1.05e+06    1.77e+06
name_Corinthia London                                                                                                                        -3.29e+05    4.3e+04     -7.644      0.000   -4.13e+05   -2.45e+05
name_Coronation Hotel                                                                                                                       -3.201e+05   4.17e+04     -7.681      0.000   -4.02e+05   -2.38e+05
name_Cosmopolitan Comfort Private Bedrooms in Euston 106                                                                                    -1.132e+05   1.47e+04     -7.677      0.000   -1.42e+05   -8.43e+04
name_Cosy Apartment Nähe Ku'damm                                                                                                            -4.661e+05   6.06e+04     -7.685      0.000   -5.85e+05   -3.47e+05
name_Cosy Apartment nähe Potsdamer Platz                                                                                                    -6.043e+05   7.87e+04     -7.681      0.000   -7.59e+05    -4.5e+05
name_Cosy Apartments - Finchley Road                                                                                                        -2.418e+05   3.14e+04     -7.695      0.000   -3.03e+05    -1.8e+05
name_Cosy Apartments Near Hampstead Heath With Free On-Site Parking & Private Gardens, Golders Green                                        -1.737e+05   2.26e+04     -7.688      0.000   -2.18e+05   -1.29e+05
name_Cosy duplex 1BR St Fargeau                                                                                                              5.964e+04   7778.343      7.668      0.000    4.44e+04    7.49e+04
name_Courcelles Etoile                                                                                                                       3.084e+04   4009.866      7.692      0.000     2.3e+04    3.87e+04
name_Courtyard by Marriott Berlin City Center                                                                                               -6.414e+05   8.35e+04     -7.678      0.000   -8.05e+05   -4.78e+05
name_Courtyard by Marriott London City Airport                                                                                               1.019e+05   1.33e+04      7.686      0.000    7.59e+04    1.28e+05
name_Cove Landmark Pinnacle                                                                                                                 -9.823e+04   1.29e+04     -7.611      0.000   -1.24e+05   -7.29e+04
name_Crisol Vía Castellana                                                                                                                   2.793e+05   3.64e+04      7.682      0.000    2.08e+05    3.51e+05
name_Crowne Plaza Berlin City Centre Ku'damm, an IHG Hotel                                                                                    2.72e+05   3.54e+04      7.687      0.000    2.03e+05    3.41e+05
name_DR Apartments Boxhagener Kiez                                                                                                          -5.979e+05   7.78e+04     -7.686      0.000    -7.5e+05   -4.45e+05
name_Das Literaturhotel Berlin                                                                                                              -3.015e+05   3.92e+04     -7.685      0.000   -3.78e+05   -2.25e+05
name_Daunou Opéra                                                                                                                            6.395e+04   8283.780      7.720      0.000    4.77e+04    8.02e+04
name_Deluxe Apt en el centro de Madrid para 9pax                                                                                            -3.779e+05   4.91e+04     -7.697      0.000   -4.74e+05   -2.82e+05
name_Deluxe Central London Camden                                                                                                           -2.124e+05   2.76e+04     -7.689      0.000   -2.67e+05   -1.58e+05
name_Deluxe North Central London Apartment                                                                                                  -1.516e+05   1.97e+04     -7.706      0.000    -1.9e+05   -1.13e+05
name_Dilo Apartments - Akazien Residenz Apartment & H20 Apartment Berlin "Superior" 160 sqm                                                 -2.814e+05   3.67e+04     -7.672      0.000   -3.53e+05    -2.1e+05
name_Dorint Kurfürstendamm Berlin                                                                                                            2.723e+04   3520.004      7.736      0.000    2.03e+04    3.41e+04
name_DoubleTree By Hilton London Excel                                                                                                       3.728e+05   4.85e+04      7.684      0.000    2.78e+05    4.68e+05
name_DoubleTree by Hilton Berlin Ku'damm                                                                                                    -1.508e+05   1.97e+04     -7.659      0.000   -1.89e+05   -1.12e+05
name_Dream Catcher 3Bdr Paris apartment                                                                                                      -1.07e+05   1.39e+04     -7.688      0.000   -1.34e+05   -7.97e+04
name_EAST LONDON APARTMENTS SELF check in                                                                                                   -2.454e+05   3.19e+04     -7.685      0.000   -3.08e+05   -1.83e+05
name_Edgar Suites Louvre - Jour                                                                                                             -1.469e+05   1.91e+04     -7.691      0.000   -1.84e+05   -1.09e+05
name_Eiffel Villa Garibaldi                                                                                                                 -1.022e+04   1331.308     -7.676      0.000   -1.28e+04   -7609.525
name_Ekilibrio Hotel & Apart-Suites                                                                                                         -3.626e+04   4730.975     -7.663      0.000   -4.55e+04    -2.7e+04
name_El Apartamento de Esteban                                                                                                              -5.863e+04   7596.753     -7.718      0.000   -7.35e+04   -4.37e+04
name_El Escondite de La Caprichosa                                                                                                          -5.228e+04   6778.425     -7.713      0.000   -6.56e+04    -3.9e+04
name_El cielo Madrid                                                                                                                          2.45e+05   3.19e+04      7.687      0.000    1.83e+05    3.07e+05
name_El jugo de Betania                                                                                                                     -7.739e+04   1.01e+04     -7.697      0.000   -9.71e+04   -5.77e+04
name_Ela Apartments Berlin                                                                                                                  -5.639e+04   7311.210     -7.713      0.000   -7.07e+04   -4.21e+04
name_Elba Madrid Alcalá                                                                                                                      5.581e+05   7.27e+04      7.681      0.000    4.16e+05    7.01e+05
name_Elegante Apt para 3 en Chueca a 1 min de Gran Via                                                                                      -8.325e+04   1.08e+04     -7.694      0.000   -1.04e+05    -6.2e+04
name_Elysées Ceramic                                                                                                                         3.743e+05   4.88e+04      7.673      0.000    2.79e+05     4.7e+05
name_Ember Locke Kensington                                                                                                                 -1.814e+05   2.36e+04     -7.675      0.000   -2.28e+05   -1.35e+05
name_Encantador Apartamento Atocha                                                                                                          -2.861e+05   3.71e+04     -7.708      0.000   -3.59e+05   -2.13e+05
name_Europe Hotel Paris Eiffel                                                                                                              -2.569e+04   3389.115     -7.580      0.000   -3.23e+04    -1.9e+04
name_Europe Saint Severin-Paris Notre Dame                                                                                                   2.106e+05   2.74e+04      7.683      0.000    1.57e+05    2.64e+05
name_European Hotel                                                                                                                           6.01e+05   7.82e+04      7.682      0.000    4.48e+05    7.54e+05
name_Eurostars Berlin                                                                                                                        9.429e+04   1.23e+04      7.680      0.000    7.02e+04    1.18e+05
name_Eurostars Madrid Gran Vía                                                                                                               1.565e+05   2.04e+04      7.672      0.000    1.17e+05    1.97e+05
name_Eurostars Madrid Tower                                                                                                                  3.529e+05   4.59e+04      7.691      0.000    2.63e+05    4.43e+05
name_Eurotraveller Hotel- Express (Elephant & Castle)                                                                                       -1.155e+05    1.5e+04     -7.683      0.000   -1.45e+05    -8.6e+04
name_Ever House - ALCALA DIVA 1 ROOFTOP                                                                                                     -1.858e+05   2.42e+04     -7.675      0.000   -2.33e+05   -1.38e+05
name_Exclusive BANKSY DOWNTOWN, by MONARO*****                                                                                              -1.173e+05   1.54e+04     -7.612      0.000   -1.48e+05   -8.71e+04
name_Exe Zarzuela Park                                                                                                                       7.815e+04   1.03e+04      7.624      0.000    5.81e+04    9.82e+04
name_Executive Apartments in Bermondsey FREE WIFI & AIRCON by City Stay Aparts London                                                       -6.128e+04   7969.489     -7.689      0.000   -7.69e+04   -4.57e+04
name_Exil DeLuxe                                                                                                                            -2.356e+05   3.07e+04     -7.686      0.000   -2.96e+05   -1.76e+05
name_Familiar Apt para 5pax en Calle Santa Ana-Centro                                                                                       -3.324e+05   4.32e+04     -7.689      0.000   -4.17e+05   -2.48e+05
name_Famous Piccadilly Circus                                                                                                               -4.198e+05   5.46e+04     -7.687      0.000   -5.27e+05   -3.13e+05
name_Far Home Plaza Mayor                                                                                                                   -1.286e+05   1.67e+04     -7.691      0.000   -1.61e+05   -9.58e+04
name_Fashionable Brick Lane                                                                                                                 -2.434e+05   3.17e+04     -7.687      0.000   -3.05e+05   -1.81e+05
name_Ferienpark Rübezahl                                                                                                                    -1.272e+05   1.66e+04     -7.673      0.000    -1.6e+05   -9.47e+04
name_Finca el Palomar de la Viña                                                                                                            -9.803e+04   1.28e+04     -7.655      0.000   -1.23e+05   -7.29e+04
name_Flat 205                                                                                                                               -1.013e+05   1.32e+04     -7.670      0.000   -1.27e+05   -7.54e+04
name_Flattering - Berlin                                                                                                                     -8.52e+05   1.11e+05     -7.687      0.000   -1.07e+06   -6.35e+05
name_Flemings Mayfair - Small Luxury Hotel of the World                                                                                     -2.612e+05   3.53e+04     -7.397      0.000    -3.3e+05   -1.92e+05
name_Flower's Berlin by limehome - Digital Access                                                                                           -4.509e+05   5.87e+04     -7.684      0.000   -5.66e+05   -3.36e+05
name_Fly Rooms Madrid Airport                                                                                                               -2.792e+05   3.63e+04     -7.693      0.000    -3.5e+05   -2.08e+05
name_Freiraum Hostel Kreuzberg                                                                                                              -2.383e+05    3.1e+04     -7.687      0.000   -2.99e+05   -1.77e+05
name_Fuencarral Kryse&Breogan                                                                                                               -2.472e+05   3.21e+04     -7.693      0.000    -3.1e+05   -1.84e+05
name_Fulham suites                                                                                                                           -4.82e+04   6261.783     -7.697      0.000   -6.05e+04   -3.59e+04
name_Fulvio's Home Porte de Versailles                                                                                                      -3.024e+05   3.94e+04     -7.685      0.000    -3.8e+05   -2.25e+05
name_Gem Langham Court Hotel                                                                                                                 1.491e+05   1.94e+04      7.673      0.000    1.11e+05    1.87e+05
name_Generator Berlin Alexanderplatz                                                                                                        -7.552e+04   9817.637     -7.692      0.000   -9.48e+04   -5.63e+04
name_Generator Paris                                                                                                                         9.641e+05   1.26e+05      7.680      0.000    7.18e+05    1.21e+06
name_Gladstone Lodge Guest House                                                                                                             1.472e+04   1965.579      7.489      0.000    1.09e+04    1.86e+04
name_Global Home_LoretoyChicote                                                                                                             -3.369e+05   4.38e+04     -7.692      0.000   -4.23e+05   -2.51e+05
name_Go Madrid Apartments by Olala Homes                                                                                                     -5.52e+04   7169.830     -7.698      0.000   -6.93e+04   -4.11e+04
name_Golders Green Stays                                                                                                                    -7.737e+04   1.01e+04     -7.654      0.000   -9.72e+04   -5.76e+04
name_Golders way rooms                                                                                                                       2.908e+05   3.78e+04      7.683      0.000    2.17e+05    3.65e+05
name_GoldersGreen Apartments by Sleepy                                                                                                      -1.433e+05   1.86e+04     -7.703      0.000    -1.8e+05   -1.07e+05
name_Gran Central Suites                                                                                                                     8.865e+04   1.15e+04      7.698      0.000    6.61e+04    1.11e+05
name_Gran Via 63 Rooms                                                                                                                       1.082e+05   1.41e+04      7.687      0.000    8.06e+04    1.36e+05
name_Grand Hostel Berlin Classic                                                                                                            -5.306e+04   6944.280     -7.641      0.000   -6.67e+04   -3.94e+04
name_Grand Hotel Dore                                                                                                                       -1.349e+05   1.76e+04     -7.674      0.000   -1.69e+05      -1e+05
name_Grand Hotel Francais                                                                                                                   -5.654e+04   7382.542     -7.658      0.000    -7.1e+04   -4.21e+04
name_Grand Hôtel De Turin                                                                                                                    5.588e+04   7276.451      7.679      0.000    4.16e+04    7.01e+04
name_Grand Hôtel Des Gobelins                                                                                                                1.283e+04   1677.913      7.645      0.000    9539.052    1.61e+04
name_Grand Hôtel Magenta                                                                                                                     1.006e+05   1.31e+04      7.684      0.000    7.49e+04    1.26e+05
name_Grand appartement Michel-Ange                                                                                                           1.421e+05   1.85e+04      7.689      0.000    1.06e+05    1.78e+05
name_Great 1 bed flat London/Chiswick                                                                                                       -6.212e+04   8080.613     -7.688      0.000    -7.8e+04   -4.63e+04
name_Great Central City Apartments Mitte Museumsinsel                                                                                        -9.25e+05    1.2e+05     -7.682      0.000   -1.16e+06   -6.89e+05
name_Great flat located in trendy Soho                                                                                                      -3.558e+05   4.62e+04     -7.697      0.000   -4.46e+05   -2.65e+05
name_Grimm's Potsdamer Platz                                                                                                                 4.895e+05   6.37e+04      7.683      0.000    3.65e+05    6.14e+05
name_Grupotel Mayorazgo                                                                                                                      7.817e+05   1.02e+05      7.683      0.000    5.82e+05    9.81e+05
name_Guess bungalow wembley                                                                                                                 -9.092e+04   1.18e+04     -7.684      0.000   -1.14e+05   -6.77e+04
name_GuestReady - Glamourous getaway in the 20th Arr.                                                                                        9359.6212   1306.946      7.161      0.000    6797.550    1.19e+04
name_H2 Hotel Berlin-Alexanderplatz                                                                                                          2.515e+06   3.27e+05      7.681      0.000    1.87e+06    3.16e+06
name_HIGH VIEW TWO BEDROOM APARTMENT IN WOOLWICH                                                                                            -1.693e+05    2.2e+04     -7.692      0.000   -2.12e+05   -1.26e+05
name_Habitación Familiar                                                                                                                    -7.732e+04   1.01e+04     -7.693      0.000    -9.7e+04   -5.76e+04
name_Hackney Central Deluxe Apartment                                                                                                       -1.063e+05   1.38e+04     -7.700      0.000   -1.33e+05   -7.92e+04
name_Hackney Studios by Sleepy                                                                                                              -1.669e+05   2.18e+04     -7.670      0.000    -2.1e+05   -1.24e+05
name_Hakan Place near Stadium                                                                                                               -1.759e+05    2.3e+04     -7.639      0.000   -2.21e+05   -1.31e+05
name_Hampton By Hilton London Docklands                                                                                                       6.29e+05   8.19e+04      7.683      0.000    4.69e+05     7.9e+05
name_Hampton by Hilton Berlin City Centre Alexanderplatz                                                                                      1.66e+06   2.16e+05      7.681      0.000    1.24e+06    2.08e+06
name_Hard Rock Hotel Madrid                                                                                                                  2.776e+05   3.59e+04      7.737      0.000    2.07e+05    3.48e+05
name_Heads on Bed - Docklands Canary wharf Excel (Larger Groups)                                                                             2.733e+04   3685.238      7.415      0.000    2.01e+04    3.46e+04
name_Helios Berlin Apartments                                                                                                               -5.842e+05   7.62e+04     -7.668      0.000   -7.34e+05   -4.35e+05
name_HighPark Berlin am Potsdamer Platz                                                                                                     -1.176e+05   1.53e+04     -7.685      0.000   -1.48e+05   -8.76e+04
name_Highbury & Islington Hub                                                                                                               -1.831e+05   2.38e+04     -7.694      0.000    -2.3e+05   -1.36e+05
name_Hilton Berlin                                                                                                                          -4.012e+05   5.23e+04     -7.667      0.000   -5.04e+05   -2.99e+05
name_Hilton London Canary Wharf                                                                                                              4.779e+05   6.22e+04      7.685      0.000    3.56e+05       6e+05
name_Hilton London Kensington Hotel                                                                                                          3.609e+05    4.7e+04      7.682      0.000    2.69e+05    4.53e+05
name_Hilton London Metropole                                                                                                                 2.071e+05   2.69e+04      7.687      0.000    1.54e+05     2.6e+05
name_Hipotel Paris Belgrand Mairie du 20ème                                                                                                   2.94e+05   3.83e+04      7.681      0.000    2.19e+05    3.69e+05
name_Hipotel Paris Printania Maraichers                                                                                                       2.58e+05   3.36e+04      7.684      0.000    1.92e+05    3.24e+05
name_Holiday 33 Apartments ABCD Alexanderplatz                                                                                              -1.436e+05   1.87e+04     -7.671      0.000    -1.8e+05   -1.07e+05
name_Holiday Home Sleep 8 Central london 9elms                                                                                              -4.447e+05   5.79e+04     -7.683      0.000   -5.58e+05   -3.31e+05
name_Holiday Inn Berlin City-West, an IHG Hotel                                                                                              8.493e+04   1.11e+04      7.682      0.000    6.33e+04    1.07e+05
name_Holiday Inn Express - Berlin - Alexanderplatz, an IHG Hotel                                                                             8.545e+05   1.11e+05      7.681      0.000    6.36e+05    1.07e+06
name_Holiday Inn Express Berlin City Centre, an IHG Hotel                                                                                    1.451e+06   1.89e+05      7.681      0.000    1.08e+06    1.82e+06
name_Holiday Inn Express London - ExCel, an IHG Hotel                                                                                        5.687e+05   7.41e+04      7.679      0.000    4.23e+05    7.14e+05
name_Holiday Inn Express London - Wandsworth, an IHG Hotel                                                                                   5.717e+05   7.44e+04      7.681      0.000    4.26e+05    7.18e+05
name_Holiday Inn Express London Chingford, an IHG Hotel                                                                                      2.453e+05   3.19e+04      7.681      0.000    1.83e+05    3.08e+05
name_Holiday Inn Express Paris-Canal De La Villette, an IHG Hotel                                                                            5.099e+05   6.63e+04      7.687      0.000     3.8e+05     6.4e+05
name_Holiday Inn London Bloomsbury, an IHG Hotel                                                                                             1.359e+05   1.77e+04      7.682      0.000    1.01e+05    1.71e+05
name_Holiday Inn London Kensington High St., an IHG Hotel                                                                                     1.55e+06   2.02e+05      7.682      0.000    1.15e+06    1.95e+06
name_Holiday Inn Madrid - Las Tablas, an IHG Hotel                                                                                          -2.141e+05   2.78e+04     -7.690      0.000   -2.69e+05    -1.6e+05
name_Holiday Inn Paris - Gare de Lyon Bastille, an IHG Hotel                                                                                 7.125e+04   9241.237      7.710      0.000    5.31e+04    8.94e+04
name_Holloway Budget Apartment - 1 Minute to Emirates Stadium - Next to Station - City Center                                               -1.598e+05   2.08e+04     -7.697      0.000   -2.01e+05   -1.19e+05
name_Hollyday Studio Paris Centre Montmarte Sacré-coeur Opera Louvre                                                                        -2.426e+05   3.16e+04     -7.687      0.000   -3.05e+05   -1.81e+05
name_Hollywood Media Hotel am Kurfürstendamm                                                                                                  1.08e+06   1.41e+05      7.681      0.000    8.04e+05    1.36e+06
name_Homaris Apartments Frankfurter Allee                                                                                                   -5.949e+05   7.75e+04     -7.676      0.000   -7.47e+05   -4.43e+05
name_Homaris Boxi Studios                                                                                                                   -2.631e+05   3.42e+04     -7.685      0.000    -3.3e+05   -1.96e+05
name_Home Art Apartments Chamberí                                                                                                           -2.258e+05   2.94e+04     -7.687      0.000   -2.83e+05   -1.68e+05
name_Home Sweet Home Arc de Triomphe Villa Laugier                                                                                          -1.687e+05   2.19e+04     -7.698      0.000   -2.12e+05   -1.26e+05
name_Horoko Apartments by gaiarooms                                                                                                         -3.235e+04   4220.545     -7.665      0.000   -4.06e+04   -2.41e+04
name_Hostal Abaaly                                                                                                                          -1.773e+05    2.3e+04     -7.698      0.000   -2.22e+05   -1.32e+05
name_Hostal Aguilar                                                                                                                         -1.153e+05    1.5e+04     -7.695      0.000   -1.45e+05   -8.59e+04
name_Hostal America                                                                                                                         -1.257e+04   1583.044     -7.937      0.000   -1.57e+04   -9461.918
name_Hostal Asunción                                                                                                                         1.034e+05   1.35e+04      7.673      0.000     7.7e+04     1.3e+05
name_Hostal Excelsior                                                                                                                       -7.844e+04   1.02e+04     -7.718      0.000   -9.84e+04   -5.85e+04
name_Hostal Flat55Madrid                                                                                                                    -1.872e+05   2.44e+04     -7.680      0.000   -2.35e+05   -1.39e+05
name_Hostal Gala Madrid                                                                                                                      1.868e+05   2.44e+04      7.670      0.000    1.39e+05    2.35e+05
name_Hostal Matheu                                                                                                                          -3.047e+05   3.98e+04     -7.666      0.000   -3.83e+05   -2.27e+05
name_Hostal Oporto                                                                                                                           6544.5619    885.894      7.388      0.000    4807.900    8281.224
name_Hostal PETITE MAMAN                                                                                                                    -2.763e+04   3564.691     -7.750      0.000   -3.46e+04   -2.06e+04
name_Hostal Prado                                                                                                                           -1.693e+05    2.2e+04     -7.689      0.000   -2.12e+05   -1.26e+05
name_Hostal Zamorán                                                                                                                         -2.941e+05   3.82e+04     -7.693      0.000   -3.69e+05   -2.19e+05
name_Hostels Meetingpoint                                                                                                                   -1.038e+04   1365.042     -7.606      0.000   -1.31e+04   -7705.993
name_Hotel "Helle Mitte" Berlin                                                                                                             -1.308e+05    1.7e+04     -7.687      0.000   -1.64e+05   -9.74e+04
name_Hotel 261                                                                                                                               1.665e+05   2.17e+04      7.676      0.000    1.24e+05    2.09e+05
name_Hotel 38                                                                                                                               -1.724e+05   2.25e+04     -7.676      0.000   -2.16e+05   -1.28e+05
name_Hotel AMANO Grand Central                                                                                                               8.793e+05   1.14e+05      7.684      0.000    6.55e+05     1.1e+06
name_Hotel Abendstern                                                                                                                       -2.989e+05   3.89e+04     -7.681      0.000   -3.75e+05   -2.23e+05
name_Hotel Acta Madfor                                                                                                                       1.532e+05      2e+04      7.671      0.000    1.14e+05    1.92e+05
name_Hotel Adlon Kempinski Berlin                                                                                                            -2.34e+05   3.06e+04     -7.645      0.000   -2.94e+05   -1.74e+05
name_Hotel Aida Marais                                                                                                                       1.136e+05   1.48e+04      7.669      0.000    8.45e+04    1.43e+05
name_Hotel Alex Berlin                                                                                                                      -2.823e+04   3704.389     -7.620      0.000   -3.55e+04    -2.1e+04
name_Hotel Alhambra                                                                                                                          5.685e+05    7.4e+04      7.680      0.000    4.23e+05    7.14e+05
name_Hotel Am Stuttgarter Eck                                                                                                               -1.903e+05   2.47e+04     -7.693      0.000   -2.39e+05   -1.42e+05
name_Hotel Amadeus ROYAL Berlin                                                                                                             -8.406e+04   1.09e+04     -7.708      0.000   -1.05e+05   -6.27e+04
name_Hotel Amelie Berlin                                                                                                                    -6.148e+05   8.01e+04     -7.680      0.000   -7.72e+05   -4.58e+05
name_Hotel Apolonia Paris Montmartre; Sure Hotel Collection by Best Western                                                                  2.058e+04   2624.861      7.841      0.000    1.54e+04    2.57e+04
name_Hotel Arche                                                                                                                            -2.462e+05    3.2e+04     -7.691      0.000   -3.09e+05   -1.83e+05
name_Hotel Ares Eiffel                                                                                                                      -2.145e+04   2823.824     -7.594      0.000    -2.7e+04   -1.59e+04
name_Hotel Atelier Vavin                                                                                                                    -3769.1450    488.565     -7.715      0.000   -4726.905   -2811.385
name_Hotel Atrium Charlottenburg                                                                                                            -1.901e+05   2.47e+04     -7.690      0.000   -2.39e+05   -1.42e+05
name_Hotel Augusta Am Kurfürstendamm                                                                                                         3.788e+04   4930.482      7.682      0.000    2.82e+04    4.75e+04
name_Hotel BELLEVUE am Kurfürstendamm                                                                                                       -3.042e+05   3.96e+04     -7.681      0.000   -3.82e+05   -2.27e+05
name_Hotel Beausejour                                                                                                                       -1.623e+04   2152.394     -7.540      0.000   -2.04e+04    -1.2e+04
name_Hotel Berlin Mitte by Campanile                                                                                                         -6.11e+05   7.95e+04     -7.683      0.000   -7.67e+05   -4.55e+05
name_Hotel Berlin, Berlin, a member of Radisson Individuals                                                                                  1.673e+06   2.18e+05      7.683      0.000    1.25e+06     2.1e+06
name_Hotel Best Osuna                                                                                                                        7.588e+05   9.88e+04      7.680      0.000    5.65e+05    9.53e+05
name_Hotel Bleibtreu Berlin by Golden Tulip                                                                                                 -3.031e+05   3.95e+04     -7.681      0.000   -3.81e+05   -2.26e+05
name_Hotel Bohemia                                                                                                                          -4.591e+04   5957.133     -7.707      0.000   -5.76e+04   -3.42e+04
name_Hotel Bridget                                                                                                                           1.889e+05   2.46e+04      7.691      0.000    1.41e+05    2.37e+05
name_Hotel CIS Paris Maurice Ravel                                                                                                           2.406e+05   3.14e+04      7.672      0.000    1.79e+05    3.02e+05
name_Hotel Cactus                                                                                                                           -2.454e+04   3147.946     -7.796      0.000   -3.07e+04   -1.84e+04
name_Hotel Campanile Paris-Bercy Village                                                                                                     9.035e+05   1.18e+05      7.682      0.000    6.73e+05    1.13e+06
name_Hotel Casón del Tormes by HappyCulture                                                                                                  3.587e+05   4.67e+04      7.683      0.000    2.67e+05     4.5e+05
name_Hotel Central Inn am Hauptbahnhof Pension                                                                                              -4.631e+05   6.02e+04     -7.687      0.000   -5.81e+05   -3.45e+05
name_Hotel Chamartin The One                                                                                                                 1.193e+06   1.55e+05      7.677      0.000    8.89e+05     1.5e+06
name_Hotel Columbia                                                                                                                          -3.23e+05   4.21e+04     -7.677      0.000   -4.05e+05    -2.4e+05
name_Hotel Crowne Plaza Madrid Airport                                                                                                        9.98e+04   1.29e+04      7.713      0.000    7.44e+04    1.25e+05
name_Hotel Delta am Potsdamer Platz                                                                                                          4.708e+04   6126.495      7.685      0.000    3.51e+04    5.91e+04
name_Hotel Des Deux Continents                                                                                                               1.511e+05   1.96e+04      7.697      0.000    1.13e+05     1.9e+05
name_Hotel Domicil Berlin by Golden Tulip                                                                                                   -2.243e+05   2.92e+04     -7.686      0.000   -2.82e+05   -1.67e+05
name_Hotel Eckstein                                                                                                                         -3.164e+04   4129.883     -7.662      0.000   -3.97e+04   -2.35e+04
name_Hotel Eden am Zoo                                                                                                                      -9.721e+04   1.27e+04     -7.671      0.000   -1.22e+05   -7.24e+04
name_Hotel Edward Paddington                                                                                                                 2.891e+05   3.77e+04      7.675      0.000    2.15e+05    3.63e+05
name_Hotel Elegia am Kurfürstendamm                                                                                                         -2.854e+05   3.71e+04     -7.693      0.000   -3.58e+05   -2.13e+05
name_Hotel Elysees Opera                                                                                                                     -1.52e+05   1.98e+04     -7.672      0.000   -1.91e+05   -1.13e+05
name_Hotel Europa City                                                                                                                       1.099e+05   1.43e+04      7.673      0.000    8.18e+04    1.38e+05
name_Hotel Ferney République                                                                                                                 1.358e+05   1.77e+04      7.673      0.000    1.01e+05     1.7e+05
name_Hotel Freedom                                                                                                                          -2.102e+05   2.74e+04     -7.677      0.000   -2.64e+05   -1.57e+05
name_Hotel Gat Point Charlie                                                                                                                 3.314e+05   4.32e+04      7.674      0.000    2.47e+05    4.16e+05
name_Hotel Grand Inn                                                                                                                        -1.367e+05   1.78e+04     -7.677      0.000   -1.72e+05   -1.02e+05
name_Hotel Hansablick                                                                                                                       -6.632e+05   8.63e+04     -7.685      0.000   -8.32e+05   -4.94e+05
name_Hotel La Manufacture                                                                                                                    9.267e+04   1.21e+04      7.645      0.000    6.89e+04    1.16e+05
name_Hotel Le Rocroy                                                                                                                        -6.912e+04   8975.807     -7.701      0.000   -8.67e+04   -5.15e+04
name_Hotel Madrid Chamartín, Affiliated by Meliá                                                                                             3.073e+05      4e+04      7.675      0.000    2.29e+05    3.86e+05
name_Hotel Madrid Gran Via 25, Affiliated by Meliá                                                                                           4.346e+05   5.66e+04      7.674      0.000    3.24e+05    5.46e+05
name_Hotel Marena                                                                                                                           -2.525e+04   3278.620     -7.701      0.000   -3.17e+04   -1.88e+04
name_Hotel Messe am Funkturm                                                                                                                -7.908e+04   1.02e+04     -7.719      0.000   -9.92e+04    -5.9e+04
name_Hotel Mirador de Chamartín                                                                                                              1.832e+05   2.38e+04      7.682      0.000    1.36e+05     2.3e+05
name_Hotel Moderno Puerta del Sol                                                                                                            6.393e+05   8.32e+04      7.682      0.000    4.76e+05    8.02e+05
name_Hotel Monceau Wagram                                                                                                                    7.881e+04   1.03e+04      7.681      0.000    5.87e+04    9.89e+04
name_Hotel Mora by MIJ                                                                                                                       3.226e+05    4.2e+04      7.679      0.000     2.4e+05    4.05e+05
name_Hotel Nova                                                                                                                             -2.896e+05   3.77e+04     -7.685      0.000   -3.63e+05   -2.16e+05
name_Hotel Novex Paris                                                                                                                        5.22e+04   6761.836      7.719      0.000    3.89e+04    6.55e+04
name_Hotel Nuevo Boston                                                                                                                      9.704e+05   1.26e+05      7.681      0.000    7.23e+05    1.22e+06
name_Hotel Opera Maintenon                                                                                                                  -5146.4481    668.994     -7.693      0.000   -6457.911   -3834.986
name_Hotel Orion Berlin                                                                                                                      -2.32e+05   3.02e+04     -7.679      0.000   -2.91e+05   -1.73e+05
name_Hotel Palace Berlin                                                                                                                     1.379e+05   1.79e+04      7.701      0.000    1.03e+05    1.73e+05
name_Hotel Pankow                                                                                                                            5.981e+04   7776.638      7.691      0.000    4.46e+04    7.51e+04
name_Hotel Paris Nord                                                                                                                        1.782e+04   2336.428      7.629      0.000    1.32e+04    2.24e+04
name_Hotel Paris Villette                                                                                                                   -2.465e+05   3.21e+04     -7.677      0.000   -3.09e+05   -1.84e+05
name_Hotel Pension Kima                                                                                                                     -4.685e+04   6113.512     -7.663      0.000   -5.88e+04   -3.49e+04
name_Hotel Pension Pamina                                                                                                                   -1.071e+05   1.39e+04     -7.689      0.000   -1.34e+05   -7.98e+04
name_Hotel Pension Streuhof Berlin                                                                                                          -2.278e+05   2.96e+04     -7.691      0.000   -2.86e+05    -1.7e+05
name_Hotel Pension Xantener Eck                                                                                                             -2.772e+05   3.61e+04     -7.687      0.000   -3.48e+05   -2.07e+05
name_Hotel Pinar Plaza                                                                                                                      -9.653e+04   1.26e+04     -7.667      0.000   -1.21e+05   -7.18e+04
name_Hotel Puy De Dôme                                                                                                                      -5.018e+04   6536.457     -7.677      0.000    -6.3e+04   -3.74e+04
name_Hotel Regina                                                                                                                            7.268e+05   9.45e+04      7.694      0.000    5.42e+05    9.12e+05
name_Hotel Relais Bosquet by Malone                                                                                                         -3.839e+04   4997.335     -7.681      0.000   -4.82e+04   -2.86e+04
name_Hotel Richmond Gare du Nord                                                                                                            -1.497e+05   1.95e+04     -7.691      0.000   -1.88e+05   -1.12e+05
name_Hotel Sacha                                                                                                                            -1.392e+04   1818.129     -7.657      0.000   -1.75e+04   -1.04e+04
name_Hotel Saint Honore 85                                                                                                                  -2.255e+04   2951.727     -7.640      0.000   -2.83e+04   -1.68e+04
name_Hotel Saint-Louis Marais                                                                                                                4.392e+04   5726.062      7.670      0.000    3.27e+04    5.51e+04
name_Hotel Santo Domingo                                                                                                                     7.195e+05   9.37e+04      7.680      0.000    5.36e+05    9.03e+05
name_Hotel Scarlett                                                                                                                          2.134e+05   2.78e+04      7.669      0.000    1.59e+05    2.68e+05
name_Hotel Seifert Berlin am Kurfürstendamm                                                                                                 -2.207e+05   2.87e+04     -7.686      0.000   -2.77e+05   -1.64e+05
name_Hotel Shepherds Bush London                                                                                                             1.147e+05   1.49e+04      7.680      0.000    8.54e+04    1.44e+05
name_Hotel Spreewitz am Kurfürstendamm                                                                                                      -1.527e+05   1.99e+04     -7.673      0.000   -1.92e+05   -1.14e+05
name_Hotel Terminus Montparnasse                                                                                                             1.046e+05   1.36e+04      7.671      0.000    7.78e+04    1.31e+05
name_Hotel Vivaldi Berlin am Kurfürstendamm                                                                                                   -9.5e+04   1.24e+04     -7.675      0.000   -1.19e+05   -7.07e+04
name_Hotel am Buschkrugpark                                                                                                                  1.671e+05   2.18e+04      7.673      0.000    1.24e+05     2.1e+05
name_Hotel de l'Aqueduc                                                                                                                      1.594e+05   2.08e+04      7.678      0.000    1.19e+05       2e+05
name_Hotel de la Bretonnerie                                                                                                                -6.041e+04   7769.030     -7.776      0.000   -7.56e+04   -4.52e+04
name_Hotel de la Paix Tour Eiffel                                                                                                           -8.482e+04    1.1e+04     -7.686      0.000   -1.06e+05   -6.32e+04
name_Hotel des Bains                                                                                                                        -1.067e+04   1368.347     -7.796      0.000   -1.33e+04   -7984.699
name_Hotel du Collectionneur                                                                                                                 2.813e+05   3.65e+04      7.696      0.000     2.1e+05    3.53e+05
name_Hotel-Pension Adamshof                                                                                                                 -2.568e+05   3.34e+04     -7.686      0.000   -3.22e+05   -1.91e+05
name_Hotel-Pension Cortina                                                                                                                  -1.098e+05   1.42e+04     -7.703      0.000   -1.38e+05   -8.18e+04
name_Hotel-Pension Spree                                                                                                                    -3.017e+05   3.93e+04     -7.678      0.000   -3.79e+05   -2.25e+05
name_HotelF1 Paris Saint Ouen Marché Aux Puces                                                                                               1.517e+06   1.98e+05      7.680      0.000    1.13e+06     1.9e+06
name_Hotelpension Margrit                                                                                                                    3.985e+04   5218.024      7.638      0.000    2.96e+04    5.01e+04
name_Hyatt Centric Gran Via Madrid                                                                                                          -2.089e+04   2727.073     -7.658      0.000   -2.62e+04   -1.55e+04
name_Hyatt Place London City East                                                                                                            4.354e+05   5.66e+04      7.693      0.000    3.24e+05    5.46e+05
name_Hyatt Regency London - The Churchill                                                                                                    -7.46e+04   9812.495     -7.603      0.000   -9.38e+04   -5.54e+04
name_Hyatt Regency London Stratford                                                                                                          1.259e+05   1.63e+04      7.724      0.000     9.4e+04    1.58e+05
name_Hyde Park Apartments                                                                                                                   -3.642e+04   4699.170     -7.751      0.000   -4.56e+04   -2.72e+04
name_Hyde Park Green                                                                                                                        -1.597e+05   2.08e+04     -7.693      0.000      -2e+05   -1.19e+05
name_Hyde Park Studio Apartment                                                                                                             -3.896e+05   5.07e+04     -7.691      0.000   -4.89e+05    -2.9e+05
name_Hyde Park Superior Apartments                                                                                                          -8.804e+04   1.14e+04     -7.703      0.000    -1.1e+05   -6.56e+04
name_Hôtel Albert 1er Paris Lafayette                                                                                                       -9.869e+04   1.29e+04     -7.679      0.000   -1.24e+05   -7.35e+04
name_Hôtel Ambassadeur                                                                                                                       6.209e+04   8098.023      7.668      0.000    4.62e+04     7.8e+04
name_Hôtel Des Grands Voyageurs                                                                                                             -3.109e+04   4036.912     -7.700      0.000    -3.9e+04   -2.32e+04
name_Hôtel Du Brabant                                                                                                                        5.877e+04   7649.393      7.683      0.000    4.38e+04    7.38e+04
name_Hôtel Duo                                                                                                                              -2.637e+04   3455.446     -7.630      0.000   -3.31e+04   -1.96e+04
name_Hôtel Eiffel Rive Gauche                                                                                                                1.201e+05   1.56e+04      7.685      0.000    8.95e+04    1.51e+05
name_Hôtel Eiffel Turenne                                                                                                                    -1.39e+04   1833.139     -7.584      0.000   -1.75e+04   -1.03e+04
name_Hôtel Elysées Paris                                                                                                                    -1.611e+05    2.1e+04     -7.670      0.000   -2.02e+05    -1.2e+05
name_Hôtel Elysées Régencia                                                                                                                  8.185e+04   1.07e+04      7.641      0.000    6.08e+04    1.03e+05
name_Hôtel Galileo Champs Elysées                                                                                                             -2.1e+05   2.74e+04     -7.679      0.000   -2.64e+05   -1.56e+05
name_Hôtel Gustave                                                                                                                          -7.529e+04   9824.351     -7.664      0.000   -9.46e+04    -5.6e+04
name_Hôtel International Paris                                                                                                              -6.151e+04   8025.438     -7.665      0.000   -7.72e+04   -4.58e+04
name_Hôtel Jarry Confort                                                                                                                     3.269e+05   4.26e+04      7.681      0.000    2.43e+05     4.1e+05
name_Hôtel Korner Etoile                                                                                                                     8.091e+04   1.05e+04      7.697      0.000    6.03e+04    1.02e+05
name_Hôtel Le Daum                                                                                                                          -1.227e+05    1.6e+04     -7.658      0.000   -1.54e+05   -9.13e+04
name_Hôtel Lodge In Paris 13                                                                                                                 2.519e+05   3.28e+04      7.682      0.000    1.88e+05    3.16e+05
name_Hôtel Léna                                                                                                                             -8302.1571   1086.676     -7.640      0.000   -1.04e+04   -6171.890
name_Hôtel Moderniste                                                                                                                       -2.557e+04   3333.622     -7.670      0.000   -3.21e+04    -1.9e+04
name_Hôtel Montecristo                                                                                                                       4.627e+04   5993.714      7.719      0.000    3.45e+04     5.8e+04
name_Hôtel Paris Gambetta                                                                                                                    7.689e+04      1e+04      7.673      0.000    5.72e+04    9.65e+04
name_Hôtel Paris Voltaire                                                                                                                    2.367e+05   3.09e+04      7.669      0.000    1.76e+05    2.97e+05
name_Hôtel Sanso by HappyCulture                                                                                                             2.676e+05   3.48e+04      7.687      0.000    1.99e+05    3.36e+05
name_Hôtel Stella                                                                                                                           -5.256e+04   6845.184     -7.679      0.000    -6.6e+04   -3.91e+04
name_Hôtel Tingis                                                                                                                            8.477e+04    1.1e+04      7.696      0.000    6.32e+04    1.06e+05
name_Hôtel de Lille - Saint-Germain des Près                                                                                                -9.951e+04    1.3e+04     -7.679      0.000   -1.25e+05   -7.41e+04
name_Hôtel des Deux Avenues                                                                                                                 -1630.5228    207.202     -7.869      0.000   -2036.712   -1224.334
name_Hôtel des Pyrénées - Entre Bastille et Nation                                                                                          -2.034e+05   2.65e+04     -7.683      0.000   -2.55e+05   -1.51e+05
name_Hôtel du Lion d'Or Louvre                                                                                                              -9.377e+04   1.22e+04     -7.675      0.000   -1.18e+05   -6.98e+04
name_Hôtel du Square d'Anvers                                                                                                                9.522e+04   1.25e+04      7.642      0.000    7.08e+04     1.2e+05
name_Ibis Budget Paris porte de la Chapelle - Aréna                                                                                          2.507e+05   3.27e+04      7.675      0.000    1.87e+05    3.15e+05
name_Ibis budget Berlin Potsdamer Platz                                                                                                      1.598e+06   2.08e+05      7.681      0.000    1.19e+06    2.01e+06
name_Industriepalast Berlin                                                                                                                  2.061e+05   2.68e+04      7.676      0.000    1.53e+05    2.59e+05
name_Ivy House Hotel                                                                                                                        -1.836e+05   2.39e+04     -7.689      0.000    -2.3e+05   -1.37e+05
name_JC Rooms Santo Domingo                                                                                                                 -1.424e+05   1.85e+04     -7.693      0.000   -1.79e+05   -1.06e+05
name_JW Marriott Hotel Berlin                                                                                                                 -4.3e+05    5.6e+04     -7.678      0.000    -5.4e+05    -3.2e+05
name_Jardin Saint Honoré Apartments                                                                                                         -6.388e+04   8310.125     -7.687      0.000   -8.02e+04   -4.76e+04
name_Jubilee Rooms 15 Minutes Central London                                                                                                -9.062e+04   1.18e+04     -7.680      0.000   -1.14e+05   -6.75e+04
name_Jumeirah Lowndes London                                                                                                                -2.931e+05   3.82e+04     -7.671      0.000   -3.68e+05   -2.18e+05
name_Kensington Stay                                                                                                                        -2.925e+05   3.81e+04     -7.675      0.000   -3.67e+05   -2.18e+05
name_Kensington apartment Central London                                                                                                    -1.115e+05   1.44e+04     -7.721      0.000    -1.4e+05   -8.32e+04
name_Knightsbridge Residences by Dena Elite Collection                                                                                      -3.428e+05   4.47e+04     -7.672      0.000    -4.3e+05   -2.55e+05
name_Kopster Hotel Paris Porte de Versailles                                                                                                -2.976e+05   3.87e+04     -7.694      0.000   -3.73e+05   -2.22e+05
name_Kudamm Apartment West Central City                                                                                                     -2.249e+05   2.93e+04     -7.688      0.000   -2.82e+05   -1.68e+05
name_Kyriad Paris 18 - Porte de Clignancourt - Montmartre                                                                                    4.299e+05   5.59e+04      7.686      0.000     3.2e+05    5.39e+05
name_L&H La Latina Selection                                                                                                                 9.295e+04   1.21e+04      7.704      0.000    6.93e+04    1.17e+05
name_LINDEMANN'S                                                                                                                            -1.553e+05   2.02e+04     -7.683      0.000   -1.95e+05   -1.16e+05
name_LUXE HILL GETAWAY                                                                                                                      -1.026e+05   1.34e+04     -7.670      0.000   -1.29e+05   -7.64e+04
name_La Résidence du Sénateur                                                                                                               -8857.6555   1201.310     -7.373      0.000   -1.12e+04   -6502.667
name_La Suite de Montorgueil                                                                                                                -5.209e+04   6901.481     -7.548      0.000   -6.56e+04   -3.86e+04
name_LaNave                                                                                                                                 -1.172e+05   1.52e+04     -7.696      0.000   -1.47e+05   -8.73e+04
name_LaVida Rooms Madrid                                                                                                                    -5.155e+04   6717.981     -7.673      0.000   -6.47e+04   -3.84e+04
name_Labyrinth                                                                                                                              -8.314e+05   1.08e+05     -7.681      0.000   -1.04e+06   -6.19e+05
name_Lamont Hotel                                                                                                                           -2.098e+05   2.73e+04     -7.697      0.000   -2.63e+05   -1.56e+05
name_Lancaster Gate Hotel                                                                                                                     2.05e+06   2.67e+05      7.680      0.000    1.53e+06    2.57e+06
name_Large 2bed Kensington                                                                                                                  -3.546e+05   4.62e+04     -7.682      0.000   -4.45e+05   -2.64e+05
name_Larger Groups Canary Wharf Apartment with Large Garden & Parking                                                                       -5.402e+05   7.03e+04     -7.688      0.000   -6.78e+05   -4.02e+05
name_Las Barajas de Saturno                                                                                                                 -6.982e+05   9.09e+04     -7.683      0.000   -8.76e+05    -5.2e+05
name_Lavie Maison face Palais Royal                                                                                                         -2.329e+05   3.03e+04     -7.685      0.000   -2.92e+05   -1.73e+05
name_Le Glam's Hotel                                                                                                                        -2.873e+05   3.73e+04     -7.698      0.000    -3.6e+05   -2.14e+05
name_Le Grey Hotel                                                                                                                           6.856e+04   8898.481      7.705      0.000    5.11e+04     8.6e+04
name_Le Méridien Etoile                                                                                                                      8.165e+04   1.05e+04      7.798      0.000    6.11e+04    1.02e+05
name_Le Nest by Sweet Inn                                                                                                                   -8.056e+04   1.05e+04     -7.651      0.000   -1.01e+05   -5.99e+04
name_Le Patio Bastille                                                                                                                       4.383e+04   5719.965      7.663      0.000    3.26e+04     5.5e+04
name_Le Relais du Marais                                                                                                                     1.557e+05   2.02e+04      7.691      0.000    1.16e+05    1.95e+05
name_Le Robinet d'Or                                                                                                                        -1.808e+05   2.36e+04     -7.671      0.000   -2.27e+05   -1.35e+05
name_Lemoine/Reaumur 2 : Cosy Appartement 6P-2BR                                                                                            -8.454e+04    1.1e+04     -7.676      0.000   -1.06e+05   -6.29e+04
name_Lennon by Avalon Hotel Paris Gare du Nord                                                                                               9422.8365   1243.137      7.580      0.000    6985.853    1.19e+04
name_Leonardo Hotel Berlin                                                                                                                   1.386e+06    1.8e+05      7.681      0.000    1.03e+06    1.74e+06
name_Leonardo Hotel Berlin KU'DAMM                                                                                                           9.794e+05   1.28e+05      7.679      0.000    7.29e+05    1.23e+06
name_Leonardo Hotel Berlin Mitte                                                                                                             1.262e+06   1.64e+05      7.682      0.000     9.4e+05    1.58e+06
name_Leonardo Hotel Madrid City Center                                                                                                       3.815e+05   4.96e+04      7.684      0.000    2.84e+05    4.79e+05
name_Leonardo Royal Hotel Berlin Alexanderplatz                                                                                               1.36e+06   1.77e+05      7.683      0.000    1.01e+06    1.71e+06
name_Leonardo Royal London St Paul’s                                                                                                         1.167e+06   1.52e+05      7.684      0.000     8.7e+05    1.47e+06
name_Les Artistes                                                                                                                           -1.066e+05   1.39e+04     -7.670      0.000   -1.34e+05   -7.94e+04
name_Les Nations                                                                                                                            -3.747e+05   4.88e+04     -7.682      0.000    -4.7e+05   -2.79e+05
name_Les Patios du Marais 2                                                                                                                   6.97e+04   9118.877      7.644      0.000    5.18e+04    8.76e+04
name_Les Rives de Notre-Dame                                                                                                                -6.892e+04   9032.343     -7.631      0.000   -8.66e+04   -5.12e+04
name_Lindner Hotel Berlin Ku'damm, part of JdV by Hyatt                                                                                      5.464e+04   7065.247      7.734      0.000    4.08e+04    6.85e+04
name_Livestay-Luxury Kentish Town Apartments                                                                                                -2.461e+05    3.2e+04     -7.693      0.000   -3.09e+05   -1.83e+05
name_Locke at East Side Gallery                                                                                                             -2.448e+05   3.19e+04     -7.673      0.000   -3.07e+05   -1.82e+05
name_Loft 3 chambres Bastille, Marais, Père Lachaise                                                                                        -1.575e+05   2.04e+04     -7.703      0.000   -1.98e+05   -1.17e+05
name_Loft in heart of Paris Moulin Rouge                                                                                                    -1.784e+05   2.32e+04     -7.683      0.000   -2.24e+05   -1.33e+05
name_Logement entier proche de Butte aux cailles                                                                                            -1.779e+05   2.32e+04     -7.677      0.000   -2.23e+05   -1.32e+05
name_Logement entier à Paris                                                                                                                 -2.82e+05   3.67e+04     -7.681      0.000   -3.54e+05    -2.1e+05
name_London Central Budget Rooms                                                                                                            -8.636e+04   1.12e+04     -7.683      0.000   -1.08e+05   -6.43e+04
name_London Court Hotel                                                                                                                     -9.441e+04   1.23e+04     -7.690      0.000   -1.18e+05   -7.03e+04
name_London Excel City Side Apartment                                                                                                       -2.209e+05   2.87e+04     -7.686      0.000   -2.77e+05   -1.65e+05
name_London Hilton on Park Lane                                                                                                             -1.593e+05   2.08e+04     -7.666      0.000      -2e+05   -1.19e+05
name_London Luxury 3 Bedroom Flat 1min walk from Underground, with FREE PARKING Sleeps x10                                                  -1.731e+05   2.25e+04     -7.691      0.000   -2.17e+05   -1.29e+05
name_London Marriott Hotel Regents Park                                                                                                      1.448e+05   1.88e+04      7.688      0.000    1.08e+05    1.82e+05
name_London Marriott Maida Vale                                                                                                              9.013e+04   1.17e+04      7.697      0.000    6.72e+04    1.13e+05
name_London Paddington Station Apartments                                                                                                    -4.16e+05   5.41e+04     -7.693      0.000   -5.22e+05    -3.1e+05
name_London Studios Very Close to Central Line Underground Shepherds Bush and Westfield Newly Refurbished                                     1.53e+04   1973.810      7.750      0.000    1.14e+04    1.92e+04
name_London Zone 2, 2 Bedroom House                                                                                                         -2.052e+05   2.67e+04     -7.699      0.000   -2.57e+05   -1.53e+05
name_Louisa's Place                                                                                                                         -3.959e+05   5.17e+04     -7.659      0.000   -4.97e+05   -2.95e+05
name_Lovely Studio in Vauxhall                                                                                                              -4.222e+05    5.5e+04     -7.680      0.000    -5.3e+05   -3.14e+05
name_Lumineux T1 à 16 min du Canal Saint-Martin                                                                                             -1.009e+05   1.31e+04     -7.702      0.000   -1.27e+05   -7.52e+04
name_Luminoso Madrid Javalambre                                                                                                             -6.854e+04   8902.118     -7.700      0.000    -8.6e+04   -5.11e+04
name_Luminoso y acogedor bajo en Tetuán by beBalmy                                                                                          -1283.9521    223.616     -5.742      0.000   -1722.319    -845.585
name_Luxurious Apartments Hackney near Train Station                                                                                        -1.869e+05   2.43e+04     -7.700      0.000   -2.35e+05   -1.39e+05
name_Luxurious Apartments on Oxford Street                                                                                                  -4.325e+05   5.62e+04     -7.696      0.000   -5.43e+05   -3.22e+05
name_Luxurious Covent Garden Penthouse                                                                                                      -1.541e+05      2e+04     -7.688      0.000   -1.93e+05   -1.15e+05
name_Luxury Apartment in Historic Center                                                                                                    -3.475e+05   4.52e+04     -7.696      0.000   -4.36e+05   -2.59e+05
name_Luxury Apt para 6 en Ventura de la Vega - Las Letras                                                                                   -4.593e+05   5.99e+04     -7.667      0.000   -5.77e+05   -3.42e+05
name_Luxury London apartment in prime location                                                                                              -2.224e+05    2.9e+04     -7.671      0.000   -2.79e+05   -1.66e+05
name_Luxury loft in paris                                                                                                                   -5271.7906    780.326     -6.756      0.000   -6801.503   -3742.078
name_Luz Madrid Rooms                                                                                                                        -2.91e+05   3.79e+04     -7.682      0.000   -3.65e+05   -2.17e+05
name_MAD Apartments by Olala Homes                                                                                                           3.095e+04   4026.719      7.685      0.000    2.31e+04    3.88e+04
name_ME London by Melia - Covent Garden                                                                                                     -9.925e+04   1.29e+04     -7.672      0.000   -1.25e+05   -7.39e+04
name_MEININGER Hotel Berlin Mitte                                                                                                           -1.089e+05   1.42e+04     -7.691      0.000   -1.37e+05   -8.11e+04
name_MSK Elite                                                                                                                               1.696e+05   2.22e+04      7.650      0.000    1.26e+05    2.13e+05
name_MSK Premium                                                                                                                            -1.454e+05   1.89e+04     -7.701      0.000   -1.82e+05   -1.08e+05
name_Madrid Airport Apartments                                                                                                              -2.878e+05   3.74e+04     -7.686      0.000   -3.61e+05   -2.14e+05
name_Madrid Airport Suites, Affiliated by Meliá                                                                                              2.677e+04   3458.891      7.739      0.000       2e+04    3.35e+04
name_Madrid Marriott Auditorium Hotel & Conference Center                                                                                    2.012e+05   2.62e+04      7.677      0.000     1.5e+05    2.53e+05
name_Madrid Norte II by Oshun Apartments                                                                                                    -1.856e+05   2.41e+04     -7.692      0.000   -2.33e+05   -1.38e+05
name_Madrid Sur Apartments by Olala Homes                                                                                                    1.048e+04   1373.648      7.629      0.000    7786.392    1.32e+04
name_Magnificent triplex popular street in Paris                                                                                            -1.866e+05   2.43e+04     -7.687      0.000   -2.34e+05   -1.39e+05
name_Magnifique Appartement avec Sauna et Jacuzzi                                                                                           -1.344e+05   1.75e+04     -7.694      0.000   -1.69e+05      -1e+05
name_Maison Albar - Le Diamond                                                                                                              -6.072e+04   7916.501     -7.670      0.000   -7.62e+04   -4.52e+04
name_Maison Royale Bercy                                                                                                                     -2.86e+05   3.72e+04     -7.684      0.000   -3.59e+05   -2.13e+05
name_Manor Hotel                                                                                                                             -1.63e+05   2.12e+04     -7.685      0.000   -2.05e+05   -1.21e+05
name_Manor House Studios By Morethanstays                                                                                                   -1.008e+05   1.31e+04     -7.697      0.000   -1.26e+05   -7.51e+04
name_Mansion House with Spacious Apartments close to Excel London and CanaryWharf                                                           -2.492e+05   3.23e+04     -7.704      0.000   -3.13e+05   -1.86e+05
name_Maritim proArte Hotel Berlin                                                                                                            1.173e+06   1.53e+05      7.679      0.000    8.74e+05    1.47e+06
name_Marlin Aldgate Tower Bridge                                                                                                             -3.99e+04   5187.698     -7.692      0.000   -5.01e+04   -2.97e+04
name_Marlin Apartments Commercial Road - Limehouse                                                                                          -1.533e+05   1.99e+04     -7.684      0.000   -1.92e+05   -1.14e+05
name_Marlin Apartments London Bridge - Empire Square                                                                                         1.981e+05   2.58e+04      7.681      0.000    1.48e+05    2.49e+05
name_Marlin Apartments London City - Queen Street                                                                                           -4.099e+05   5.33e+04     -7.684      0.000   -5.14e+05   -3.05e+05
name_Marlin Canary Wharf                                                                                                                    -8.506e+04   1.11e+04     -7.689      0.000   -1.07e+05   -6.34e+04
name_Marlin Waterloo                                                                                                                         6.378e+05    8.3e+04      7.683      0.000    4.75e+05    8.01e+05
name_Marylebone Residences                                                                                                                  -3.656e+05   4.76e+04     -7.685      0.000   -4.59e+05   -2.72e+05
name_Mayfair House                                                                                                                          -3.529e+05   4.61e+04     -7.654      0.000   -4.43e+05   -2.63e+05
name_Mayfair Piccadilly Apartment                                                                                                           -3.909e+05    5.1e+04     -7.667      0.000   -4.91e+05   -2.91e+05
name_Melia Castilla                                                                                                                          2.051e+05   2.66e+04      7.696      0.000    1.53e+05    2.57e+05
name_Meliá Berlin                                                                                                                            1.813e+05   2.36e+04      7.682      0.000    1.35e+05    2.28e+05
name_Mercure Hotel Berlin Zentrum Superior                                                                                                  -4.023e+05   5.24e+04     -7.678      0.000   -5.05e+05      -3e+05
name_Mercure Hotel MOA Berlin                                                                                                                -6.29e+04   8201.464     -7.670      0.000    -7.9e+04   -4.68e+04
name_Mercure Paris Centre Tour Eiffel                                                                                                        2.133e+05   2.77e+04      7.688      0.000    1.59e+05    2.68e+05
name_Mercure Paris Gare Montparnasse TGV                                                                                                     4.657e+05   6.06e+04      7.681      0.000    3.47e+05    5.85e+05
name_Merry                                                                                                                                  -5.886e+05   7.66e+04     -7.687      0.000   -7.39e+05   -4.39e+05
name_Metropol Hostel Berlin                                                                                                                 -3.212e+05   4.18e+04     -7.689      0.000   -4.03e+05   -2.39e+05
name_Mikon Eastgate Hotel - City Centre                                                                                                     -1.072e+05   1.39e+04     -7.704      0.000   -1.34e+05   -7.99e+04
name_Mode Paris Aparthotel                                                                                                                  -4.395e+04   5814.131     -7.559      0.000   -5.53e+04   -3.26e+04
name_Modern & Spacious Luxury Flat-10 min to London Eye                                                                                     -1.451e+05   1.89e+04     -7.664      0.000   -1.82e+05   -1.08e+05
name_Modern 1 bed flat in Paris XVIII                                                                                                       -2.723e+05   3.54e+04     -7.697      0.000   -3.42e+05   -2.03e+05
name_Modern Appartment                                                                                                                      -1.416e+05   1.85e+04     -7.672      0.000   -1.78e+05   -1.05e+05
name_Modern Kensington Apartments                                                                                                           -4.149e+05    5.4e+04     -7.685      0.000   -5.21e+05   -3.09e+05
name_Modern Studios Close To Hyde Park                                                                                                      -3.355e+05   4.36e+04     -7.699      0.000   -4.21e+05    -2.5e+05
name_Montaigne Executive Suite                                                                                                              -2.674e+05   3.47e+04     -7.694      0.000   -3.35e+05   -1.99e+05
name_Montmartre-Appartement climatisé -3min Sacré-Cœur                                                                                      -3.313e+05   4.31e+04     -7.680      0.000   -4.16e+05   -2.47e+05
name_Montmartre/Seveste : Magnifique Appartement 2BR                                                                                        -3.297e+05   4.29e+04     -7.690      0.000   -4.14e+05   -2.46e+05
name_Montparnasse Daguerre                                                                                                                   7.807e+04   1.01e+04      7.698      0.000    5.82e+04     9.8e+04
name_Motel One Berlin-Alexanderplatz                                                                                                         1.253e+06   1.63e+05      7.685      0.000    9.34e+05    1.57e+06
name_Motel One Berlin-Bellevue                                                                                                              -3.057e+05   3.98e+04     -7.682      0.000   -3.84e+05   -2.28e+05
name_Motel One Berlin-Hauptbahnhof                                                                                                            3.61e+05    4.7e+04      7.687      0.000    2.69e+05    4.53e+05
name_Motel One Berlin-Spittelmarkt                                                                                                          -3.144e+05   4.09e+04     -7.683      0.000   -3.95e+05   -2.34e+05
name_Motel One Berlin-Tiergarten                                                                                                            -1.635e+04   2140.574     -7.637      0.000   -2.05e+04   -1.22e+04
name_Motel One Berlin-Upper West                                                                                                             5.302e+05    6.9e+04      7.685      0.000    3.95e+05    6.65e+05
name_Moulin Vert                                                                                                                            -3.269e+04   4238.856     -7.713      0.000    -4.1e+04   -2.44e+04
name_Move inn Estates - Multiple Rooms                                                                                                      -1.505e+05   1.95e+04     -7.717      0.000   -1.89e+05   -1.12e+05
name_My Lovely Clapham Flat                                                                                                                 -4.076e+05    5.3e+04     -7.686      0.000   -5.12e+05   -3.04e+05
name_My Nest Inn Paris Quartier Latin - 27m2 - Rénové                                                                                        -1.84e+05    2.4e+04     -7.682      0.000   -2.31e+05   -1.37e+05
name_My Opéra                                                                                                                               -1.423e+05   1.85e+04     -7.690      0.000   -1.79e+05   -1.06e+05
name_Märkischer Hof Hotel                                                                                                                   -1.757e+05   2.29e+04     -7.681      0.000   -2.21e+05   -1.31e+05
name_N1 Casa de Madrid - greenpeace line                                                                                                    -2.624e+05   3.41e+04     -7.692      0.000   -3.29e+05   -1.96e+05
name_NH Berlin Alexanderplatz                                                                                                                1.138e+05   1.49e+04      7.660      0.000    8.47e+04    1.43e+05
name_NH Collection Berlin Mitte Friedrichstrasse                                                                                             4.971e+05   6.47e+04      7.685      0.000     3.7e+05    6.24e+05
name_NH Collection Berlin Mitte am Checkpoint Charlie                                                                                        6.018e+05   7.83e+04      7.682      0.000    4.48e+05    7.55e+05
name_NH Madrid Lagasca                                                                                                                      -1.934e+05   2.52e+04     -7.679      0.000   -2.43e+05   -1.44e+05
name_NH Madrid Nacional                                                                                                                      1.221e+05   1.59e+04      7.684      0.000    9.09e+04    1.53e+05
name_NH Madrid Ribera del Manzanares                                                                                                         3.218e+05    4.2e+04      7.671      0.000     2.4e+05    4.04e+05
name_NH Madrid Ventas                                                                                                                        3.287e+05   4.28e+04      7.680      0.000    2.45e+05    4.13e+05
name_NH Paris Gare de l'Est                                                                                                                  4.417e+05   5.75e+04      7.682      0.000    3.29e+05    5.54e+05
name_NH Paris Opéra Faubourg                                                                                                                 7.735e+04      1e+04      7.706      0.000    5.77e+04     9.7e+04
name_NOOK Design Apartments with Kitchen                                                                                                    -6.169e+04   7985.787     -7.725      0.000   -7.73e+04    -4.6e+04
name_NR4 Deluxe Gran Via MADRID                                                                                                             -8.341e+04   1.08e+04     -7.704      0.000   -1.05e+05   -6.22e+04
name_NUEVOS DUPLEX PRINCIPE VERGARA                                                                                                         -3.145e+05   4.09e+04     -7.693      0.000   -3.95e+05   -2.34e+05
name_Nature and Haven of Peace Apartment                                                                                                    -1.529e+05   1.99e+04     -7.672      0.000   -1.92e+05   -1.14e+05
name_Nazareth/Sentier I : Appartement Charmant 1BR/4P                                                                                        1.509e+05   1.97e+04      7.677      0.000    1.12e+05    1.89e+05
name_Nena Apartments Berlin - Adlershof - "New Opening 2024"                                                                                -1.399e+05   1.82e+04     -7.684      0.000   -1.76e+05   -1.04e+05
name_Nena Apartments Hermannplatz                                                                                                            6.847e+04   8882.227      7.708      0.000    5.11e+04    8.59e+04
name_Nena Hostel Berlin                                                                                                                      3869.7970    544.475      7.107      0.000    2802.434    4937.160
name_Nets Inn apartments - Gare de Lyon II                                                                                                  -3.436e+04   4469.838     -7.688      0.000   -4.31e+04   -2.56e+04
name_Nets Inn apartments - Robida                                                                                                           -3.905e+05   5.08e+04     -7.687      0.000    -4.9e+05   -2.91e+05
name_New Berlin                                                                                                                             -1.466e+05   1.91e+04     -7.686      0.000   -1.84e+05   -1.09e+05
name_New Marylebone Gem/One Bedroom                                                                                                         -4.125e+05   5.37e+04     -7.679      0.000   -5.18e+05   -3.07e+05
name_New Point Opera                                                                                                                         3.505e+04   4620.030      7.587      0.000     2.6e+04    4.41e+04
name_Nice apartamento en el centro de Madrid-La Latina                                                                                      -3.545e+05   4.61e+04     -7.697      0.000   -4.45e+05   -2.64e+05
name_Nice apartment at 10 min from Bastille                                                                                                 -1.541e+05      2e+04     -7.699      0.000   -1.93e+05   -1.15e+05
name_Nobu Hotel London Portman Square                                                                                                        -1.07e+05    1.4e+04     -7.663      0.000   -1.34e+05   -7.96e+04
name_Novotel Berlin Mitte                                                                                                                    3.132e+05   4.07e+04      7.689      0.000    2.33e+05    3.93e+05
name_Novotel London Blackfriars                                                                                                              2.096e+05   2.73e+04      7.683      0.000    1.56e+05    2.63e+05
name_Novotel London Excel                                                                                                                    1.693e+05   2.21e+04      7.677      0.000    1.26e+05    2.13e+05
name_Novotel Paris Les Halles                                                                                                                4.287e+05   5.58e+04      7.687      0.000    3.19e+05    5.38e+05
name_Novotel Paris Porte Versailles                                                                                                          4.934e+05   6.42e+04      7.682      0.000    3.68e+05    6.19e+05
name_Novotel Suites Berlin City Potsdamer Platz                                                                                              9.244e+05    1.2e+05      7.681      0.000    6.88e+05    1.16e+06
name_Novum Hotel Aldea Berlin Centrum                                                                                                         1.02e+06   1.33e+05      7.681      0.000     7.6e+05    1.28e+06
name_Novum Hotel City B Berlin Centrum                                                                                                      -9.049e+04   1.18e+04     -7.701      0.000   -1.14e+05   -6.75e+04
name_Nu Wave Hotel Berlin                                                                                                                   -1.635e+05   2.14e+04     -7.654      0.000   -2.05e+05   -1.22e+05
name_OKKO Hotels Paris Rosa Parks                                                                                                           -1.789e+05   2.33e+04     -7.678      0.000   -2.25e+05   -1.33e+05
name_Odalys City Paris XVII                                                                                                                  2.363e+05   3.08e+04      7.675      0.000    1.76e+05    2.97e+05
name_Odéon - Notre Dame Paris Climatisé-Wifi                                                                                                -3.399e+04   4415.135     -7.698      0.000   -4.26e+04   -2.53e+04
name_Ok Hostel Madrid                                                                                                                        9.568e+05   1.25e+05      7.681      0.000    7.13e+05     1.2e+06
name_Old Street Apartments By Morethanstays                                                                                                 -2.058e+05   2.68e+04     -7.680      0.000   -2.58e+05   -1.53e+05
name_One Hundred Shoreditch                                                                                                                  7.453e+05    9.7e+04      7.684      0.000    5.55e+05    9.35e+05
name_Only YOU Boutique Hotel Madrid                                                                                                          1.695e+04   2166.874      7.824      0.000    1.27e+04    2.12e+04
name_Ootel.com                                                                                                                               6.879e+05   8.95e+04      7.683      0.000    5.12e+05    8.63e+05
name_Orchard Hotel                                                                                                                           1.918e+04   2533.403      7.573      0.000    1.42e+04    2.42e+04
name_Orfila/Gambetta: Magnifique Appartement 6P                                                                                               2.86e+05   3.72e+04      7.681      0.000    2.13e+05    3.59e+05
name_Orlando hotel                                                                                                                          -6.954e+04   9063.019     -7.672      0.000   -8.73e+04   -5.18e+04
name_Oshun Madrid Norte                                                                                                                     -1.557e+05   2.02e+04     -7.694      0.000   -1.95e+05   -1.16e+05
name_Oshun Sanchinarro                                                                                                                      -1.893e+05   2.46e+04     -7.692      0.000   -2.38e+05   -1.41e+05
name_Palacio de los Duques Gran Meliá - The Leading Hotels of the World                                                                     -1.293e+05   1.71e+04     -7.545      0.000   -1.63e+05   -9.57e+04
name_Paris j'Adore Hotel & Spa                                                                                                              -5896.1968    814.947     -7.235      0.000   -7493.779   -4298.615
name_Park Avenue Bayswater Inn Hyde Park                                                                                                     4.816e+05   6.27e+04      7.678      0.000    3.59e+05    6.05e+05
name_Park Avenue Hotel                                                                                                                      -1.895e+05   2.46e+04     -7.692      0.000   -2.38e+05   -1.41e+05
name_Park Avenue Inn Craven London Hyde Park                                                                                                 4.183e+05   5.45e+04      7.678      0.000    3.12e+05    5.25e+05
name_Park Grand Kensington                                                                                                                   1.326e+06   1.73e+05      7.683      0.000    9.88e+05    1.66e+06
name_Park Grand Paddington Court                                                                                                             8.842e+05   1.15e+05      7.680      0.000    6.59e+05    1.11e+06
name_Park Inn by Radisson Berlin Alexanderplatz                                                                                              2.619e+06   3.41e+05      7.680      0.000    1.95e+06    3.29e+06
name_Park Lane Apartments Crawford Place                                                                                                    -3.256e+05   4.23e+04     -7.695      0.000   -4.09e+05   -2.43e+05
name_Park Plaza Berlin                                                                                                                       5.395e+05   7.03e+04      7.680      0.000    4.02e+05    6.77e+05
name_Park Plaza London, Park Royal                                                                                                            5.84e+05    7.6e+04      7.683      0.000    4.35e+05    7.33e+05
name_Park Plaza Westminster Bridge London                                                                                                    2.942e+06   3.83e+05      7.683      0.000    2.19e+06    3.69e+06
name_Pegasus Hostel Berlin                                                                                                                  -2.425e+05   3.15e+04     -7.704      0.000   -3.04e+05   -1.81e+05
name_Pension Classic                                                                                                                        -2.855e+05   3.72e+04     -7.681      0.000   -3.58e+05   -2.13e+05
name_Pension Michael                                                                                                                         4.244e+04   5461.160      7.771      0.000    3.17e+04    5.31e+04
name_Pensión Carrera                                                                                                                        -1.996e+05    2.6e+04     -7.689      0.000   -2.51e+05   -1.49e+05
name_Pestana Berlin Tiergarten                                                                                                               5.287e+04   6870.353      7.695      0.000    3.94e+04    6.63e+04
name_Petit Palace Cliper-Gran Vía                                                                                                            8.159e+04   1.06e+04      7.678      0.000    6.08e+04    1.02e+05
name_Piccolino Hyde Park Hotel                                                                                                              -1.162e+05   1.51e+04     -7.706      0.000   -1.46e+05   -8.66e+04
name_Pierre & Vacances Apartamentos Edificio Eurobuilding 2                                                                                   6.38e+04   8341.088      7.649      0.000    4.74e+04    8.02e+04
name_Pink Door Guesthouse                                                                                                                   -1.507e+05   1.96e+04     -7.695      0.000   -1.89e+05   -1.12e+05
name_Piso amplio, iluminado y muy bien comunicado                                                                                           -7.236e+05   9.42e+04     -7.680      0.000   -9.08e+05   -5.39e+05
name_Plaza Hotel                                                                                                                             5.026e+04   6557.611      7.665      0.000    3.74e+04    6.31e+04
name_Point A Hotel London Shoreditch                                                                                                         9.115e+05   1.19e+05      7.681      0.000    6.79e+05    1.14e+06
name_Potsdamer Inn                                                                                                                           -1.76e+04   2321.732     -7.581      0.000   -2.22e+04   -1.31e+04
name_Preciosos apartamentos en el centro de Madrid                                                                                          -3.991e+05   5.18e+04     -7.700      0.000   -5.01e+05   -2.98e+05
name_Precise Tale Berlin Potsdamer Platz                                                                                                     1.221e+05   1.58e+04      7.718      0.000    9.11e+04    1.53e+05
name_Premium Apartments By Excel                                                                                                            -3.148e+05   4.09e+04     -7.697      0.000   -3.95e+05   -2.35e+05
name_Premium Excel Penthouse                                                                                                                 -4.71e+04   6119.507     -7.697      0.000   -5.91e+04   -3.51e+04
name_Principe Pio                                                                                                                             6.54e+05   8.51e+04      7.682      0.000    4.87e+05    8.21e+05
name_Printania Porte de Versailles                                                                                                           -680.8412    132.696     -5.131      0.000    -940.972    -420.710
name_Private ROOMS ONLY with SHARED bathroom near Elephant & Castle (zone 2)                                                                -1.301e+05    1.7e+04     -7.675      0.000   -1.63e+05   -9.69e+04
name_Private Studio in Central London moments from Oxford St                                                                                -2.425e+05   3.16e+04     -7.684      0.000   -3.04e+05   -1.81e+05
name_Private acces to the all flat. Charming Parisian.                                                                                       -2.47e+05   3.22e+04     -7.675      0.000    -3.1e+05   -1.84e+05
name_Puerta del Sol - Isabel II                                                                                                              -3.72e+05   4.85e+04     -7.667      0.000   -4.67e+05   -2.77e+05
name_Puerto Alto Apartments by Olala Homes                                                                                                  -9.894e+04   1.29e+04     -7.689      0.000   -1.24e+05   -7.37e+04
name_Pullman Berlin Schweizerhof                                                                                                            -5682.3353    794.905     -7.148      0.000   -7240.627   -4124.043
name_Pullman Paris Centre - Bercy                                                                                                           -1.277e+04   1748.783     -7.300      0.000   -1.62e+04   -9337.697
name_Pullman Paris Montparnasse                                                                                                              8808.1261   1009.472      8.725      0.000    6829.208    1.08e+04
name_Pullman Paris Tour Eiffel                                                                                                               3.817e+05   4.97e+04      7.688      0.000    2.84e+05    4.79e+05
name_Quartier Libre - Saint Georges                                                                                                         -1.203e+05   1.56e+04     -7.701      0.000   -1.51e+05   -8.96e+04
name_Queens Park Hotel                                                                                                                       1.005e+06   1.31e+05      7.678      0.000    7.48e+05    1.26e+06
name_Queens Park Premier London Hyde Park                                                                                                   -5.577e+05   7.26e+04     -7.687      0.000      -7e+05   -4.15e+05
name_Quentin Boutique Hotel                                                                                                                 -1.813e+05   2.35e+04     -7.711      0.000   -2.27e+05   -1.35e+05
name_Quentin XL Potsdamer Platz                                                                                                             -1.125e+05   1.46e+04     -7.719      0.000   -1.41e+05   -8.39e+04
name_Radisson Blu Hotel, London Bloomsbury                                                                                                   6.182e+05   8.04e+04      7.689      0.000    4.61e+05    7.76e+05
name_Radisson Blu Hotel, Madrid Prado                                                                                                         682.8767    121.555      5.618      0.000     444.587     921.167
name_Radisson Blu New Providence Wharf Hotel, London                                                                                         1.062e+06   1.38e+05      7.690      0.000    7.91e+05    1.33e+06
name_Radisson Blu Vanderbilt Hotel, London                                                                                                   2.871e+05   3.73e+04      7.692      0.000    2.14e+05     3.6e+05
name_Regency Hotel Parkside                                                                                                                 -1.154e+05    1.5e+04     -7.700      0.000   -1.45e+05   -8.61e+04
name_Regente Hotel                                                                                                                           3.902e+05   5.08e+04      7.686      0.000    2.91e+05     4.9e+05
name_Reims Hotel                                                                                                                            -2.238e+05   2.91e+04     -7.690      0.000   -2.81e+05   -1.67e+05
name_Relais & Châteaux Heritage Hotel                                                                                                       -1.603e+05   2.09e+04     -7.677      0.000   -2.01e+05   -1.19e+05
name_Relais du Pré                                                                                                                          -1.964e+04   2563.532     -7.659      0.000   -2.47e+04   -1.46e+04
name_Renovu Exclusive Rooms London                                                                                                          -1.966e+05   2.56e+04     -7.681      0.000   -2.47e+05   -1.46e+05
name_Rent a Room apartments - Degas                                                                                                         -1.613e+05    2.1e+04     -7.692      0.000   -2.02e+05    -1.2e+05
name_Rent a modern and central flat                                                                                                          1.101e+05   1.43e+04      7.694      0.000    8.21e+04    1.38e+05
name_Residence Inn by Marriott London Kensington                                                                                             1.901e+04   2488.275      7.639      0.000    1.41e+04    2.39e+04
name_Residence Le Marais by Studio prestige                                                                                                 -1.569e+05   2.08e+04     -7.553      0.000   -1.98e+05   -1.16e+05
name_Residence Trocadero by Studio prestige                                                                                                 -1.071e+05    1.4e+04     -7.676      0.000   -1.34e+05   -7.97e+04
name_Rest Boutique Notting Hill                                                                                                             -3.449e+05   4.49e+04     -7.686      0.000   -4.33e+05   -2.57e+05
name_Rhodes Hotel                                                                                                                            1.322e+04   1811.283      7.300      0.000    9671.798    1.68e+04
name_Riu Plaza Berlin                                                                                                                        2.317e+06   3.02e+05      7.681      0.000    1.73e+06    2.91e+06
name_Rockwell East-Tower Bridge                                                                                                              1.844e+05    2.4e+04      7.694      0.000    1.37e+05    2.31e+05
name_Roisa Centro                                                                                                                            -2.98e+05   3.87e+04     -7.693      0.000   -3.74e+05   -2.22e+05
name_Royal Garden Hotel                                                                                                                      1.847e+05    2.4e+04      7.702      0.000    1.38e+05    2.32e+05
name_Royal Lancaster London                                                                                                                  4.165e+05   5.42e+04      7.682      0.000     3.1e+05    5.23e+05
name_Royal London Apartments                                                                                                                 -2.14e+05   2.79e+04     -7.679      0.000   -2.69e+05   -1.59e+05
name_Royal National Hotel                                                                                                                    8.603e+05   1.12e+05      7.684      0.000    6.41e+05    1.08e+06
name_Royal Saint Michel                                                                                                                      5.028e+04   6551.961      7.674      0.000    3.74e+04    6.31e+04
name_Résidence Cottages - Sacré Cœur                                                                                                        -3.025e+05   3.94e+04     -7.686      0.000    -3.8e+05   -2.25e+05
name_Résidence Internationale De Paris                                                                                                       6.591e+05   8.58e+04      7.682      0.000    4.91e+05    8.27e+05
name_Résidence Le Marais by Studio prestige                                                                                                 -1.098e+05   1.43e+04     -7.683      0.000   -1.38e+05   -8.18e+04
name_Résidence Montparnasse by Studio prestige                                                                                              -2.913e+05   3.79e+04     -7.680      0.000   -3.66e+05   -2.17e+05
name_Résidence Passage du Caire                                                                                                             -2.015e+04   2293.268     -8.785      0.000   -2.46e+04   -1.56e+04
name_Résidence Villette - Buttes Chaumont Botzaris                                                                                          -3.957e+05   5.15e+04     -7.684      0.000   -4.97e+05   -2.95e+05
name_Résidence du Louvre                                                                                                                     -1.46e+05    1.9e+04     -7.678      0.000   -1.83e+05   -1.09e+05
name_SERCASA - Regent's Park                                                                                                                -2.286e+05   2.98e+04     -7.674      0.000   -2.87e+05    -1.7e+05
name_SUPER BIG APARTAMENT IN OPERA                                                                                                          -2.964e+04   4090.654     -7.246      0.000   -3.77e+04   -2.16e+04
name_Safestay Berlin Kurfurstendamm                                                                                                         -9.222e+04    1.2e+04     -7.692      0.000   -1.16e+05   -6.87e+04
name_Saint Georges Lafayette                                                                                                                 8.872e+04   1.16e+04      7.679      0.000    6.61e+04    1.11e+05
name_Santa Cruz                                                                                                                             -4.214e+05   5.49e+04     -7.682      0.000   -5.29e+05   -3.14e+05
name_Scandic Berlin Potsdamer Platz                                                                                                          1.514e+06   1.97e+05      7.682      0.000    1.13e+06     1.9e+06
name_Schiller Apartment Neukölln                                                                                                             -6.05e+04   7941.490     -7.619      0.000   -7.61e+04   -4.49e+04
name_Schlosshotel Berlin by Patrick Hellmann                                                                                                -1.398e+05   1.82e+04     -7.669      0.000   -1.76e+05   -1.04e+05
name_Schoenhouse Avenue - Digital Access                                                                                                     1.773e+05   2.31e+04      7.675      0.000    1.32e+05    2.23e+05
name_Schoenhouse City Street                                                                                                                -9.903e+04   1.29e+04     -7.696      0.000   -1.24e+05   -7.38e+04
name_Senator Barajas                                                                                                                         1.055e+06   1.37e+05      7.682      0.000    7.86e+05    1.32e+06
name_Sercotel Gran Hotel Conde Duque                                                                                                         3.686e+05    4.8e+04      7.681      0.000    2.75e+05    4.63e+05
name_Sheraton Berlin Grand Hotel Esplanade                                                                                                  -6.363e+05   8.27e+04     -7.690      0.000   -7.98e+05   -4.74e+05
name_Shoreditch-bricklane-convenient-central-liverpoolstreet                                                                                -1.279e+05   1.66e+04     -7.705      0.000    -1.6e+05   -9.54e+04
name_Short Stay Paris Apartments                                                                                                             3.154e+04   4087.223      7.717      0.000    2.35e+04    3.96e+04
name_Signature London, The J Marylebone                                                                                                      -1.71e+05   2.22e+04     -7.687      0.000   -2.15e+05   -1.27e+05
name_Singer109 Hostel, Hotel & Apartment                                                                                                     -3.92e+05    5.1e+04     -7.687      0.000   -4.92e+05   -2.92e+05
name_SmartApart, Plaza Mayor, Madrid Center                                                                                                 -5.794e+04   7523.485     -7.702      0.000   -7.27e+04   -4.32e+04
name_SmartRental Collection Gran Vía Capital                                                                                                -9668.5301   1281.597     -7.544      0.000   -1.22e+04   -7156.151
name_Smartrental Collection Gran Vía Centric                                                                                                 3.544e+05   4.62e+04      7.664      0.000    2.64e+05    4.45e+05
name_Sofitel London St James                                                                                                                -1.419e+05   1.85e+04     -7.671      0.000   -1.78e+05   -1.06e+05
name_Soho Boutique Opera                                                                                                                     6.446e+04   8428.900      7.647      0.000    4.79e+04     8.1e+04
name_Sonder L'Edmond Parc Monceau                                                                                                           -4.601e+04   5978.366     -7.697      0.000   -5.77e+04   -3.43e+04
name_Sonder Le Frochot                                                                                                                      -1.276e+05   1.66e+04     -7.683      0.000    -1.6e+05   -9.51e+04
name_Sonder Malasaña                                                                                                                        -1.968e+05   2.57e+04     -7.650      0.000   -2.47e+05   -1.46e+05
name_Sonder The Gilbert                                                                                                                     -3.664e+05   4.77e+04     -7.681      0.000    -4.6e+05   -2.73e+05
name_Spacious 2 bed Apartment with FREE PARKING for 2 cars and underground station Zone 2 for quick access to Central London up to 8 guests -4.342e+05   5.65e+04     -7.691      0.000   -5.45e+05   -3.24e+05
name_Spacious Maida Vale 2 Bed Apartment                                                                                                    -3.926e+05    5.1e+04     -7.698      0.000   -4.93e+05   -2.93e+05
name_Spacious modern-2Bedroom 2Bathroom-Bernabéu                                                                                            -6.341e+05   8.25e+04     -7.682      0.000   -7.96e+05   -4.72e+05
name_St Christopher's Inn Paris - Canal                                                                                                      3.748e+05   4.88e+04      7.686      0.000    2.79e+05     4.7e+05
name_St Christopher's Inn Paris - Gare du Nord                                                                                               6.854e+05   8.92e+04      7.683      0.000     5.1e+05     8.6e+05
name_St George Hotel                                                                                                                          1.26e+05   1.64e+04      7.670      0.000    9.38e+04    1.58e+05
name_Stay Mayfair                                                                                                                            -3.66e+05   4.76e+04     -7.687      0.000   -4.59e+05   -2.73e+05
name_Stay Thames River                                                                                                                       -6.53e+05    8.5e+04     -7.685      0.000    -8.2e+05   -4.86e+05
name_Stay at Piccadilly                                                                                                                     -3.421e+05   4.45e+04     -7.687      0.000   -4.29e+05   -2.55e+05
name_Sterling                                                                                                                               -5.431e+04   7061.237     -7.691      0.000   -6.82e+04   -4.05e+04
name_Storage Loft Apartment                                                                                                                 -2.021e+04   2632.809     -7.675      0.000   -2.54e+04    -1.5e+04
name_Streatham Hotel                                                                                                                         -2.15e+04   2800.883     -7.676      0.000    -2.7e+04    -1.6e+04
name_Streatley Apartments                                                                                                                    1.705e+04   2236.349      7.623      0.000    1.27e+04    2.14e+04
name_Studio9 Rooms - Next to Emirates Stadium - Budget Rooms with Shared Bathroom                                                           -1.584e+05   2.06e+04     -7.683      0.000   -1.99e+05   -1.18e+05
name_Stunning 1 bedroom flat wamazing view on Paris                                                                                           -3.1e+05   4.03e+04     -7.685      0.000   -3.89e+05   -2.31e+05
name_Stylish 2 bed flat in canal side gated development                                                                                     -1.781e+05   2.32e+04     -7.685      0.000   -2.24e+05   -1.33e+05
name_Stylish Apartment Kensington                                                                                                           -5.271e+04   6884.313     -7.656      0.000   -6.62e+04   -3.92e+04
name_Stylish Studio Apartments, Willesden                                                                                                   -8.697e+04   1.14e+04     -7.615      0.000   -1.09e+05   -6.46e+04
name_Suites & Hôtel Helzear Champs-Elysées                                                                                                   9.746e+04   1.27e+04      7.698      0.000    7.26e+04    1.22e+05
name_Suites & Hôtel Helzear Montparnasse                                                                                                    -1.487e+05   1.94e+04     -7.681      0.000   -1.87e+05   -1.11e+05
name_Suites You Zinc                                                                                                                        -9.126e+04   1.18e+04     -7.702      0.000   -1.14e+05    -6.8e+04
name_Sunny 2 bedroom, 2 bathroom Apartment with Roof Terrace                                                                                -3.596e+05   4.68e+04     -7.691      0.000   -4.51e+05   -2.68e+05
name_SuperLuxury-central-powerStation-BigBen-2Bedrooms2Bathrooms-LondonEye                                                                   -1.24e+05   1.62e+04     -7.664      0.000   -1.56e+05   -9.22e+04
name_Superbe appartement grand et lumineux au 12ᵉ Paris                                                                                     -3.112e+05   4.05e+04     -7.691      0.000   -3.91e+05   -2.32e+05
name_Superbe appartement à 1min à pieds du Métro Brochant                                                                                    9.526e+04   1.24e+04      7.693      0.000     7.1e+04     1.2e+05
name_Sweet Inn - Milan                                                                                                                      -2.158e+05    2.8e+04     -7.697      0.000   -2.71e+05   -1.61e+05
name_Sweet Inn - Montmartre                                                                                                                  -3.11e+05   4.06e+04     -7.666      0.000   -3.91e+05   -2.31e+05
name_Sweet Inn - Opera Garnier                                                                                                              -5.179e+04   6791.369     -7.626      0.000   -6.51e+04   -3.85e+04
name_Sweet Inn - Wagram                                                                                                                     -3.019e+05   3.93e+04     -7.685      0.000   -3.79e+05   -2.25e+05
name_TITANIC Chaussee Berlin                                                                                                                 1.078e+06    1.4e+05      7.685      0.000    8.03e+05    1.35e+06
name_TITANIC Comfort Kurfürstendamm                                                                                                          3.446e+05   4.48e+04      7.691      0.000    2.57e+05    4.32e+05
name_TITANIC Comfort Mitte                                                                                                                    6.35e+05   8.27e+04      7.683      0.000    4.73e+05    7.97e+05
name_TRIO Apartment Hotel Berlin                                                                                                            -3.983e+05   5.18e+04     -7.685      0.000      -5e+05   -2.97e+05
name_TaCH Madrid Airport                                                                                                                     6.516e+05   8.48e+04      7.681      0.000    4.85e+05    8.18e+05
name_The Belgrove Hotel                                                                                                                      5.839e+05    7.6e+04      7.684      0.000    4.35e+05    7.33e+05
name_The BoTree - Preferred Hotels and Resorts                                                                                              -3.055e+05   3.99e+04     -7.656      0.000   -3.84e+05   -2.27e+05
name_The Brockwell Park Place - Bright 2BDR Flat                                                                                              -4.3e+05   5.59e+04     -7.687      0.000    -5.4e+05    -3.2e+05
name_The Bryson Hotel                                                                                                                        -5.57e+04   7328.943     -7.601      0.000   -7.01e+04   -4.13e+04
name_The Chapter - Hyde Park Hotel                                                                                                          -2.478e+05   3.21e+04     -7.709      0.000   -3.11e+05   -1.85e+05
name_The Chapter Hotels - Finsbury Park                                                                                                     -2.246e+05   2.93e+04     -7.678      0.000   -2.82e+05   -1.67e+05
name_The Chesterfield Mayfair                                                                                                                1.403e+05   1.83e+04      7.663      0.000    1.04e+05    1.76e+05
name_The Cleveland                                                                                                                           6341.9175    855.151      7.416      0.000    4665.522    8018.313
name_The Crib - 1 Bedroom Apartment Central London by Wild Boutique                                                                         -3.808e+05   4.95e+04     -7.686      0.000   -4.78e+05   -2.84e+05
name_The Crown London, WorldHotels Distinctive                                                                                               4.706e+05   6.12e+04      7.684      0.000    3.51e+05    5.91e+05
name_The Cumberland, London                                                                                                                  1.559e+05   2.03e+04      7.681      0.000    1.16e+05    1.96e+05
name_The Dilly                                                                                                                               7.717e+05      1e+05      7.682      0.000    5.75e+05    9.69e+05
name_The Gate ApartHotel London                                                                                                              2.872e+05   3.74e+04      7.684      0.000    2.14e+05     3.6e+05
name_The Grand M London city                                                                                                                -1.851e+05   2.41e+04     -7.672      0.000   -2.32e+05   -1.38e+05
name_The Hidden Pearl                                                                                                                       -5.304e+05   6.91e+04     -7.680      0.000   -6.66e+05   -3.95e+05
name_The Hoxton Collection                                                                                                                  -1.815e+05   2.36e+04     -7.703      0.000   -2.28e+05   -1.35e+05
name_The J Hyde Park                                                                                                                        -1.995e+05    2.6e+04     -7.681      0.000    -2.5e+05   -1.49e+05
name_The Liberty Green Suite                                                                                                                 -1.93e+05   2.51e+04     -7.691      0.000   -2.42e+05   -1.44e+05
name_The Londoner                                                                                                                            3.768e+05    4.9e+04      7.697      0.000    2.81e+05    4.73e+05
name_The Mandala Hotel                                                                                                                      -2.983e+05   3.89e+04     -7.673      0.000   -3.74e+05   -2.22e+05
name_The Mandala Suites                                                                                                                     -3.207e+05   4.18e+04     -7.675      0.000   -4.03e+05   -2.39e+05
name_The Marloes                                                                                                                            -1.958e+05   2.55e+04     -7.683      0.000   -2.46e+05   -1.46e+05
name_The May Fair, A Radisson Collection Hotel, Mayfair London                                                                               2.846e+05    3.7e+04      7.685      0.000    2.12e+05    3.57e+05
name_The Nayland Hotel                                                                                                                       8.496e+04   1.11e+04      7.627      0.000    6.31e+04    1.07e+05
name_The Oliver Apartamentos Aravaca                                                                                                        -4.297e+05   5.59e+04     -7.684      0.000   -5.39e+05    -3.2e+05
name_The Originals City, Hôtel Lecourbe, Paris Tour Eiffel (Inter-Hotel)                                                                    -3.021e+04   3938.454     -7.672      0.000   -3.79e+04   -2.25e+04
name_The Queens Palace 1 Bedroom Apartment Central London by Wild                                                                           -3.926e+05   5.11e+04     -7.690      0.000   -4.93e+05   -2.93e+05
name_The Queensborough Apartments by Hyde Park                                                                                              -3.705e+05   4.82e+04     -7.687      0.000   -4.65e+05   -2.76e+05
name_The ReMIX Hotel                                                                                                                         4.904e+05   6.38e+04      7.681      0.000    3.65e+05    6.16e+05
name_The Shepherd Residence                                                                                                                 -2.178e+05   2.83e+04     -7.690      0.000   -2.73e+05   -1.62e+05
name_The Springwell Apartment                                                                                                               -1.413e+05   1.84e+04     -7.687      0.000   -1.77e+05   -1.05e+05
name_The prince home                                                                                                                         -4.63e+05   6.02e+04     -7.691      0.000   -5.81e+05   -3.45e+05
name_Thistle London Marble Arch                                                                                                              8.556e+05   1.11e+05      7.684      0.000    6.37e+05    1.07e+06
name_Timhotel Montmartre                                                                                                                      6.63e+04   8586.008      7.721      0.000    4.95e+04    8.31e+04
name_Timhotel Opéra Blanche Fontaine                                                                                                         6.627e+04   8600.010      7.705      0.000    4.94e+04    8.31e+04
name_Tony's House Hotel                                                                                                                     -1.021e+05   1.33e+04     -7.703      0.000   -1.28e+05   -7.61e+04
name_Tooting - Your Apartment                                                                                                               -1.097e+05   1.42e+04     -7.702      0.000   -1.38e+05   -8.18e+04
name_Tower Suites by Blue Orchid                                                                                                             2.984e+05   3.88e+04      7.687      0.000    2.22e+05    3.74e+05
name_Town Hall Hotel - Shoreditch                                                                                                           -3.369e+04   4470.036     -7.536      0.000   -4.24e+04   -2.49e+04
name_Tran UK Homestay                                                                                                                       -2.912e+05   3.79e+04     -7.677      0.000   -3.66e+05   -2.17e+05
name_TravelStep General Ricardos                                                                                                             -1.32e+05   1.72e+04     -7.660      0.000   -1.66e+05   -9.83e+04
name_Trendy Apartments                                                                                                                       -5.86e+05   7.62e+04     -7.685      0.000   -7.35e+05   -4.36e+05
name_Turnmill Apartments                                                                                                                    -2.245e+05   2.92e+04     -7.688      0.000   -2.82e+05   -1.67e+05
name_Two Bedroom Flat Central London                                                                                                        -1.422e+05   1.85e+04     -7.689      0.000   -1.78e+05   -1.06e+05
name_Two bed Apartment by London Docklands                                                                                                  -3.444e+05   4.48e+04     -7.690      0.000   -4.32e+05   -2.57e+05
name_Twyne House Apartments                                                                                                                 -1.061e+05   1.38e+04     -7.686      0.000   -1.33e+05    -7.9e+04
name_TÓTEM Madrid, a Small Luxury Hotel of the World                                                                                        -1.557e+05   2.03e+04     -7.659      0.000   -1.96e+05   -1.16e+05
name_UCPA SPORT STATION HOSTEL PARIS                                                                                                         5.458e+05   7.11e+04      7.681      0.000    4.07e+05    6.85e+05
name_UMusic Hotel Madrid                                                                                                                     -5.25e+04   6940.049     -7.564      0.000   -6.61e+04   -3.89e+04
name_URBAN FLATS Berlin                                                                                                                     -8.906e+05   1.16e+05     -7.685      0.000   -1.12e+06   -6.63e+05
name_Umbrella Properties London Excel                                                                                                       -2.536e+05    3.3e+04     -7.677      0.000   -3.18e+05   -1.89e+05
name_Upper Room Hotel Kurfürstendamm                                                                                                         8.017e+05   1.04e+05      7.681      0.000    5.97e+05    1.01e+06
name_Urban Chic - Marine                                                                                                                    -1.893e+05   2.47e+04     -7.670      0.000   -2.38e+05   -1.41e+05
name_Urban Chic - Portobello                                                                                                                -2.215e+05   2.88e+04     -7.681      0.000   -2.78e+05   -1.65e+05
name_VAUXHALL BRIDGE ROAD by Q Apartments                                                                                                   -3.031e+05   3.95e+04     -7.666      0.000   -3.81e+05   -2.26e+05
name_Valdevebas Chalet con Piscina                                                                                                          -1.133e+05   1.48e+04     -7.666      0.000   -1.42e+05   -8.43e+04
name_Verv Brick Lane                                                                                                                        -2.196e+05   2.86e+04     -7.692      0.000   -2.76e+05   -1.64e+05
name_Victoria 4 Puerta del Sol                                                                                                              -1.444e+05   1.89e+04     -7.653      0.000   -1.81e+05   -1.07e+05
name_Victorian Woods BnB                                                                                                                    -1.818e+05   2.36e+04     -7.686      0.000   -2.28e+05   -1.35e+05
name_Vienna House by Wyndham Andel's Berlin                                                                                                  6.388e+05   8.31e+04      7.685      0.000    4.76e+05    8.02e+05
name_Vilenza Hotel                                                                                                                             1.1e+05   1.43e+04      7.670      0.000    8.19e+04    1.38e+05
name_Villa-des-Prés                                                                                                                         -9.551e+04   1.25e+04     -7.624      0.000    -1.2e+05    -7.1e+04
name_Vincci Capitol                                                                                                                          9.306e+05   1.21e+05      7.683      0.000    6.93e+05    1.17e+06
name_Vincci Centrum                                                                                                                          3.156e+05   4.11e+04      7.688      0.000    2.35e+05    3.96e+05
name_Vincci Soho                                                                                                                             4.911e+05   6.39e+04      7.681      0.000    3.66e+05    6.16e+05
name_Vincci Soma                                                                                                                             6.031e+05   7.84e+04      7.688      0.000    4.49e+05    7.57e+05
name_Vincci The Mint                                                                                                                         3.584e+05   4.66e+04      7.688      0.000    2.67e+05     4.5e+05
name_Vincci Vía - 66                                                                                                                          8.06e+05   1.05e+05      7.680      0.000       6e+05    1.01e+06
name_Volontaire                                                                                                                             -2.924e+05   3.81e+04     -7.681      0.000   -3.67e+05   -2.18e+05
name_W London apt for 4. Open plan kitchen/living room                                                                                      -1.101e+05   1.44e+04     -7.647      0.000   -1.38e+05   -8.19e+04
name_W22 Hotel am Kurfürstendamm                                                                                                             -1.96e+05   2.55e+04     -7.689      0.000   -2.46e+05   -1.46e+05
name_WIT Hotel                                                                                                                               3.257e+05   4.24e+04      7.680      0.000    2.43e+05    4.09e+05
name_Wandsworth Guest Rooms 64                                                                                                              -1.185e+05   1.54e+04     -7.677      0.000   -1.49e+05   -8.83e+04
name_Whites Inn                                                                                                                             -1.901e+05   2.47e+04     -7.700      0.000   -2.38e+05   -1.42e+05
name_Wonder Apartments                                                                                                                      -3.594e+05   4.68e+04     -7.687      0.000   -4.51e+05   -2.68e+05
name_YOTEL London City                                                                                                                       8.934e+05   1.16e+05      7.686      0.000    6.66e+05    1.12e+06
name_YOTEL London Shoreditch                                                                                                                 4.059e+05   5.28e+04      7.687      0.000    3.02e+05    5.09e+05
name_Yggotel Spurv                                                                                                                          -2.245e+05   2.92e+04     -7.688      0.000   -2.82e+05   -1.67e+05
name_YourSweetHome                                                                                                                           -4.99e+05   6.49e+04     -7.690      0.000   -6.26e+05   -3.72e+05
name_Zedwell Greenwich                                                                                                                      -2.074e+04   2694.566     -7.698      0.000    -2.6e+04   -1.55e+04
name_Zleep Madrid Airport                                                                                                                    1.622e+05   2.11e+04      7.682      0.000    1.21e+05    2.04e+05
name_Zoku Paris                                                                                                                              1.467e+04   1897.471      7.733      0.000     1.1e+04    1.84e+04
name_acama Hotel & Hostel Kreuzberg                                                                                                          1.479e+05   1.93e+04      7.671      0.000     1.1e+05    1.86e+05
name_aletto Hotel Kudamm                                                                                                                     8.199e+05   1.07e+05      7.683      0.000    6.11e+05    1.03e+06
name_aletto Hotel Potsdamer Platz                                                                                                            1.024e+06   1.33e+05      7.683      0.000    7.62e+05    1.28e+06
name_amplio duplex reformado                                                                                                                -1.696e+05   2.21e+04     -7.692      0.000   -2.13e+05   -1.26e+05
name_apartamento exclusivo en el retiro METRO IBIZA                                                                                          -1.24e+05   1.61e+04     -7.689      0.000   -1.56e+05   -9.24e+04
name_apartamentos en madrid rio reformados                                                                                                   -2.37e+05   3.08e+04     -7.693      0.000   -2.97e+05   -1.77e+05
name_apartamentos en vallecas                                                                                                                -4.58e+04   5946.633     -7.702      0.000   -5.75e+04   -3.41e+04
name_appartement parc des expositions/tour eiffel                                                                                           -4.089e+04   5302.037     -7.713      0.000   -5.13e+04   -3.05e+04
name_citizenM Paris Champs-Élysées                                                                                                           2.607e+05   3.39e+04      7.695      0.000    1.94e+05    3.27e+05
name_citizenM Paris Gare de Lyon                                                                                                             6.787e+05   8.83e+04      7.684      0.000    5.06e+05    8.52e+05
name_cuchibus                                                                                                                               -9.931e+04   1.29e+04     -7.689      0.000   -1.25e+05    -7.4e+04
name_fjord hotel berlin                                                                                                                     -2.907e+05   3.79e+04     -7.674      0.000   -3.65e+05   -2.16e+05
name_harry's home hotel & apartments                                                                                                        -7.514e+05   9.78e+04     -7.681      0.000   -9.43e+05    -5.6e+05
name_homely – Central London Luxury Apartments Camden                                                                                       -1.838e+05   2.39e+04     -7.683      0.000   -2.31e+05   -1.37e+05
name_homely – Central London Prestige Apartments Camden                                                                                     -2.205e+05   2.86e+04     -7.717      0.000   -2.76e+05   -1.64e+05
name_ibis Berlin Kurfuerstendamm                                                                                                             2.248e+05   2.92e+04      7.692      0.000    1.67e+05    2.82e+05
name_ibis Berlin Messe                                                                                                                         1.6e+04   2081.740      7.688      0.000    1.19e+04    2.01e+04
name_ibis Budget Paris La Villette 19ème                                                                                                     1.897e+06   2.47e+05      7.681      0.000    1.41e+06    2.38e+06
name_ibis Paris 17 Clichy-Batignolles                                                                                                        9.914e+05   1.29e+05      7.682      0.000    7.38e+05    1.24e+06
name_ibis Paris Alesia Montparnasse                                                                                                          2.929e+05   3.82e+04      7.676      0.000    2.18e+05    3.68e+05
name_ibis Paris Gare du Nord Château Landon 10ème                                                                                            5.597e+05   7.29e+04      7.682      0.000    4.17e+05    7.03e+05
name_ibis Styles Paris Nation Porte De Montreuil                                                                                             3.366e+05   4.38e+04      7.686      0.000    2.51e+05    4.22e+05
name_ibis budget Berlin Alexanderplatz                                                                                                       3.124e+05   4.06e+04      7.690      0.000    2.33e+05    3.92e+05
name_ibis budget Berlin Kurfürstendamm                                                                                                       4.041e+05   5.26e+04      7.687      0.000    3.01e+05    5.07e+05
name_icke.apartments                                                                                                                        -1.733e+05   2.26e+04     -7.671      0.000   -2.18e+05   -1.29e+05
name_limehome Berlin Chausseestraße                                                                                                         -5.147e+05    6.7e+04     -7.684      0.000   -6.46e+05   -3.83e+05
name_limehome Berlin Luise Henriette Str - Digital Access                                                                                    4.403e+04   5741.366      7.669      0.000    3.28e+04    5.53e+04
name_limehome Berlin Neue Straße                                                                                                             -3.16e+05   4.11e+04     -7.687      0.000   -3.97e+05   -2.35e+05
name_limehome Berlin Stresemannstr                                                                                                          -2.943e+05   3.83e+04     -7.684      0.000   -3.69e+05   -2.19e+05
name_loft exclusivo reformado de diseño                                                                                                     -4.249e+05   5.53e+04     -7.687      0.000   -5.33e+05   -3.17e+05
name_logement cosy et moderne proche de toute commodité                                                                                     -2.773e+05    3.6e+04     -7.692      0.000   -3.48e+05   -2.07e+05
name_numa I Kater Apartments                                                                                                                -5.225e+05    6.8e+04     -7.689      0.000   -6.56e+05   -3.89e+05
name_numa l Drift Rooms & Apartments                                                                                                        -8.279e+04   1.08e+04     -7.654      0.000   -1.04e+05   -6.16e+04
name_room Select Sol                                                                                                                         5.407e+05   7.04e+04      7.676      0.000    4.03e+05    6.79e+05
name_room00 Chueca Hostel                                                                                                                    5.253e+05   6.84e+04      7.683      0.000    3.91e+05    6.59e+05
name_room00 Gran Vía Hostel                                                                                                                  9.317e+05   1.21e+05      7.682      0.000    6.94e+05    1.17e+06
name_simply guesthouse                                                                                                                      -1.106e+05   1.44e+04     -7.659      0.000   -1.39e+05   -8.23e+04
name_voco Madrid Retiro, an IHG Hotel                                                                                                        2.492e+04   3216.873      7.746      0.000    1.86e+04    3.12e+04
name_voco Paris Montparnasse, an IHG Hotel                                                                                                   1.273e+05   1.66e+04      7.678      0.000    9.48e+04     1.6e+05
room_type_1-Room-Apartment                                                                                                                  -2.249e+05   2.93e+04     -7.688      0.000   -2.82e+05   -1.68e+05
room_type_4-Bed Room                                                                                                                        -4.144e+04   5366.627     -7.721      0.000    -5.2e+04   -3.09e+04
room_type_6-Bed Mixed Dormitory Room                                                                                                        -3.814e+05   4.96e+04     -7.693      0.000   -4.79e+05   -2.84e+05
room_type_6-Bed Room                                                                                                                        -1.089e+05   1.42e+04     -7.691      0.000   -1.37e+05   -8.11e+04
room_type_6-Bed Room with Private Bathroom                                                                                                  -3.834e+04   4909.552     -7.809      0.000    -4.8e+04   -2.87e+04
room_type_6-Bed Room with Shared Bathroom                                                                                                    2.061e+05   2.68e+04      7.676      0.000    1.53e+05    2.59e+05
room_type_Alcalá Junior Suite                                                                                                                3.629e+05   4.72e+04      7.683      0.000     2.7e+05    4.55e+05
room_type_Always ME                                                                                                                         -9.925e+04   1.29e+04     -7.672      0.000   -1.25e+05   -7.39e+04
room_type_André Eiffel Prestige Room                                                                                                        -1.066e+05   1.39e+04     -7.670      0.000   -1.34e+05   -7.94e+04
room_type_Apartament                                                                                                                        -3.621e+04   4725.649     -7.662      0.000   -4.55e+04   -2.69e+04
room_type_Apartment                                                                                                                         -4.146e+04   5366.142     -7.727      0.000    -5.2e+04   -3.09e+04
room_type_Apartment (4 Adults) III                                                                                                          -3.174e+04   4126.322     -7.691      0.000   -3.98e+04   -2.36e+04
room_type_Apartment - Ground Floor                                                                                                          -4.142e+04   5366.650     -7.718      0.000   -5.19e+04   -3.09e+04
room_type_Apartment - Split Level                                                                                                           -6.817e+04   9215.119     -7.398      0.000   -8.62e+04   -5.01e+04
room_type_Apartment 17                                                                                                                       -1.88e+05   2.44e+04     -7.692      0.000   -2.36e+05    -1.4e+05
room_type_Apartment 18                                                                                                                      -1.879e+05   2.44e+04     -7.688      0.000   -2.36e+05    -1.4e+05
room_type_Apartment F0G Springbreak                                                                                                           6.97e+04   9118.877      7.644      0.000    5.18e+04    8.76e+04
room_type_Apartment Family with 2 Bedrooms and Loggia                                                                                       -3.961e+04   5100.273     -7.766      0.000   -4.96e+04   -2.96e+04
room_type_Apartment Standard                                                                                                                -4.164e+04   5368.854     -7.756      0.000   -5.22e+04   -3.11e+04
room_type_Apartment Suite with Living Area                                                                                                  -3.914e+04   5100.586     -7.673      0.000   -4.91e+04   -2.91e+04
room_type_Apartment with Balcony                                                                                                            -4.088e+04   5366.226     -7.619      0.000   -5.14e+04   -3.04e+04
room_type_Apartment with Garden View                                                                                                          -2.7e+05   3.51e+04     -7.681      0.000   -3.39e+05   -2.01e+05
room_type_Apartment with Pool View                                                                                                          -2.878e+05   3.74e+04     -7.686      0.000   -3.61e+05   -2.14e+05
room_type_Apartment with Shower                                                                                                             -1.423e+05   1.85e+04     -7.690      0.000   -1.79e+05   -1.06e+05
room_type_Apartment with Terrace                                                                                                            -4.132e+04   5365.933     -7.700      0.000   -5.18e+04   -3.08e+04
room_type_Artits Suite                                                                                                                      -1.148e+04   1738.214     -6.603      0.000   -1.49e+04   -8069.321
room_type_Basic Triple Room                                                                                                                  6544.5619    885.894      7.388      0.000    4807.900    8281.224
room_type_Basic Triple Room with Shared Bathroom                                                                                             1.706e+04   2229.670      7.652      0.000    1.27e+04    2.14e+04
room_type_Bed in 10-Bed Mixed Dormitory Room                                                                                                 4.826e+05   6.28e+04      7.689      0.000     3.6e+05    6.06e+05
room_type_Bed in 11-Bed Mixed Duplex Dormitory Room With Private Bathroom                                                                    5.253e+05   6.84e+04      7.683      0.000    3.91e+05    6.59e+05
room_type_Bed in 12-Bed Dormitory Room                                                                                                       3.748e+05   4.88e+04      7.686      0.000    2.79e+05     4.7e+05
room_type_Bed in 4-Bed Female Dormitory Room                                                                                                 9.317e+05   1.21e+05      7.682      0.000    6.94e+05    1.17e+06
room_type_Bed in 4-Bed Mixed Dormitory Room                                                                                                  4.786e+05   6.23e+04      7.685      0.000    3.57e+05    6.01e+05
room_type_Bed in 6-Bed Mixed Dormitory Room                                                                                                 -1.038e+04   1365.042     -7.606      0.000   -1.31e+04   -7705.993
room_type_Bed in 8-Bed Dormitory Female Room with Shared Bathroom                                                                            6.854e+05   8.92e+04      7.683      0.000     5.1e+05     8.6e+05
room_type_Bed in 8-Bed Dormitory Room                                                                                                       -3.718e+04   4909.588     -7.573      0.000   -4.68e+04   -2.76e+04
room_type_Bed in Male Dormitory Room                                                                                                        -4.067e+04   5366.200     -7.580      0.000   -5.12e+04   -3.02e+04
room_type_Berlin Penthouse                                                                                                                   6.165e+04   7913.827      7.790      0.000    4.61e+04    7.72e+04
room_type_Budget Double Room                                                                                                                -2.599e+04   3359.929     -7.736      0.000   -3.26e+04   -1.94e+04
room_type_Budget Double or Twin Room                                                                                                        -4.152e+04   5365.837     -7.738      0.000    -5.2e+04    -3.1e+04
room_type_Budget Triple Room                                                                                                                -8.636e+04   1.12e+04     -7.683      0.000   -1.08e+05   -6.43e+04
room_type_Business Double Room                                                                                                              -1823.1757    251.950     -7.236      0.000   -2317.085   -1329.266
room_type_Business Triple King Room                                                                                                         -4.165e+04   5368.610     -7.757      0.000   -5.22e+04   -3.11e+04
room_type_CLASSIC Double Room – Courtyard View                                                                                              -2.255e+04   2951.727     -7.640      0.000   -2.83e+04   -1.68e+04
room_type_Cabrio Room with Private Bathroom                                                                                                  7.588e+05   9.88e+04      7.681      0.000    5.65e+05    9.52e+05
room_type_Chalet                                                                                                                             4.004e+04   5183.360      7.724      0.000    2.99e+04    5.02e+04
room_type_Chambre Deluxe                                                                                                                     1.566e+04   2005.435      7.808      0.000    1.17e+04    1.96e+04
room_type_Charm Standard Single Room                                                                                                        -4.071e+04   5365.751     -7.587      0.000   -5.12e+04   -3.02e+04
room_type_Chic Double Room                                                                                                                  -4.203e+04   5368.720     -7.828      0.000   -5.26e+04   -3.15e+04
room_type_City Double Room                                                                                                                   7.769e+04   1.01e+04      7.702      0.000    5.79e+04    9.75e+04
room_type_City Studio                                                                                                                       -2.448e+05   3.19e+04     -7.673      0.000   -3.07e+05   -1.82e+05
room_type_Classic Double Room                                                                                                               -4.045e+04   5368.596     -7.534      0.000    -5.1e+04   -2.99e+04
room_type_Classic Double Room with Sacré-Cœur view                                                                                          -1.789e+05   2.33e+04     -7.678      0.000   -2.25e+05   -1.33e+05
room_type_Classic Double Room with Sofabed                                                                                                   2.141e+05   2.79e+04      7.678      0.000    1.59e+05    2.69e+05
room_type_Classic Double or Twin Room                                                                                                       -3.839e+04   4997.335     -7.681      0.000   -4.82e+04   -2.86e+04
room_type_Classic Guest Room                                                                                                                -1.372e+04   1736.917     -7.899      0.000   -1.71e+04   -1.03e+04
room_type_Classic Interior Double Room                                                                                                      -1.603e+05   2.09e+04     -7.677      0.000   -2.01e+05   -1.19e+05
room_type_Classic King Room                                                                                                                  2.469e+05   3.21e+04      7.688      0.000    1.84e+05     3.1e+05
room_type_Classic King Room - Garden Side                                                                                                    3.817e+05   4.97e+04      7.688      0.000    2.84e+05    4.79e+05
room_type_Classic Quadruple Room                                                                                                             4.782e+05   6.23e+04      7.677      0.000    3.56e+05       6e+05
room_type_Classic Room                                                                                                                       1.366e+05   1.78e+04      7.684      0.000    1.02e+05    1.72e+05
room_type_Classic Room with Double Bed                                                                                                       2.133e+05   2.77e+04      7.688      0.000    1.59e+05    2.68e+05
room_type_Classic Studio                                                                                                                     5.132e+04   6654.901      7.711      0.000    3.83e+04    6.44e+04
room_type_Classic Suite                                                                                                                      1.283e+04   1677.913      7.645      0.000    9539.052    1.61e+04
room_type_Classic Triple Room                                                                                                               -4.176e+04   5365.400     -7.784      0.000   -5.23e+04   -3.12e+04
room_type_Classic Twin Room                                                                                                                  2.465e+05   3.21e+04      7.676      0.000    1.84e+05    3.09e+05
room_type_Classic Twin Room, with en suite                                                                                                  -4.716e+04   6139.018     -7.681      0.000   -5.92e+04   -3.51e+04
room_type_Classic, Guest room, 1 King                                                                                                       -2.152e+05    2.8e+04     -7.684      0.000    -2.7e+05    -1.6e+05
room_type_Cocoon 2 - Twin                                                                                                                   -2.074e+04   2694.566     -7.698      0.000    -2.6e+04   -1.55e+04
room_type_Collection Superior Queen Room                                                                                                     1.425e+05   1.85e+04      7.695      0.000    1.06e+05    1.79e+05
room_type_Collection Superior Room                                                                                                           1.421e+05   1.85e+04      7.674      0.000    1.06e+05    1.78e+05
room_type_Comfort Apartment with Kitchen and own Bathroom                                                                                   -2.568e+05   3.34e+04     -7.686      0.000   -3.22e+05   -1.91e+05
room_type_Comfort Double Room                                                                                                               -4.111e+04   5364.714     -7.663      0.000   -5.16e+04   -3.06e+04
room_type_Comfort Double Room with Sofa Bed                                                                                                 -2.245e+05   2.92e+04     -7.688      0.000   -2.82e+05   -1.67e+05
room_type_Comfort Double or Twin Room                                                                                                       -4.147e+04   5370.752     -7.721      0.000    -5.2e+04   -3.09e+04
room_type_Comfort Double or Twin Room with Extra Bed                                                                                         2.793e+05   3.64e+04      7.682      0.000    2.08e+05    3.51e+05
room_type_Comfort Quadruple Room                                                                                                            -4.118e+04   5365.830     -7.675      0.000   -5.17e+04   -3.07e+04
room_type_Comfort Quintuple Room                                                                                                            -4.125e+04   5366.520     -7.687      0.000   -5.18e+04   -3.07e+04
room_type_Comfort Room                                                                                                                        2.62e+05   3.41e+04      7.676      0.000    1.95e+05    3.29e+05
room_type_Comfort Room with Kingsize Bed                                                                                                     2.723e+04   3520.004      7.736      0.000    2.03e+04    3.41e+04
room_type_Comfort Single Room                                                                                                                 -4.1e+04   5365.708     -7.641      0.000   -5.15e+04   -3.05e+04
room_type_Comfort Single Room with Shower                                                                                                    -1.39e+04   1833.139     -7.584      0.000   -1.75e+04   -1.03e+04
room_type_Comfort Studio Apartment                                                                                                          -8.986e+04   1.17e+04     -7.693      0.000   -1.13e+05    -6.7e+04
room_type_Comfort Suite with Balcony                                                                                                        -4.944e+04   6434.385     -7.683      0.000   -6.21e+04   -3.68e+04
room_type_Comfort Triple Room                                                                                                               -4.133e+04   5364.824     -7.703      0.000   -5.18e+04   -3.08e+04
room_type_Comfort suite with sofa bed                                                                                                       -2.943e+05   3.83e+04     -7.684      0.000   -3.69e+05   -2.19e+05
room_type_Connecting Premium Superior Family Room                                                                                           -1.277e+04   1748.783     -7.300      0.000   -1.62e+04   -9337.697
room_type_Cosy Small Room                                                                                                                   -4.123e+04   5364.943     -7.686      0.000   -5.18e+04   -3.07e+04
room_type_Deluxe 6/7 Beds Dorm shared                                                                                                       -5.306e+04   6944.280     -7.641      0.000   -6.67e+04   -3.94e+04
room_type_Deluxe Apartment                                                                                                                   -4.16e+04   5365.471     -7.754      0.000   -5.21e+04   -3.11e+04
room_type_Deluxe Apartment with Balcony                                                                                                     -1.557e+05   2.02e+04     -7.694      0.000   -1.95e+05   -1.16e+05
room_type_Deluxe Double Room                                                                                                                -4.103e+04   5366.949     -7.646      0.000   -5.16e+04   -3.05e+04
room_type_Deluxe Double Room with Balcony                                                                                                   -1.026e+05   1.34e+04     -7.670      0.000   -1.29e+05   -7.64e+04
room_type_Deluxe Double Room with Extra Bed                                                                                                 -3.747e+05   4.88e+04     -7.682      0.000    -4.7e+05   -2.79e+05
room_type_Deluxe Double Room with Two Double Beds                                                                                           -4.153e+04   5370.597     -7.732      0.000   -5.21e+04    -3.1e+04
room_type_Deluxe Double or Twin Room                                                                                                         -4.15e+04   5368.600     -7.730      0.000    -5.2e+04    -3.1e+04
room_type_Deluxe Family Room                                                                                                                -4.151e+04   5365.120     -7.737      0.000    -5.2e+04    -3.1e+04
room_type_Deluxe Family Room Two Communicating Rooms with 4 Double beds                                                                      8808.1261   1009.472      8.725      0.000    6829.208    1.08e+04
room_type_Deluxe Family Suite                                                                                                               -4.168e+04   5367.834     -7.764      0.000   -5.22e+04   -3.12e+04
room_type_Deluxe Guest Room                                                                                                                 -1.383e+04   1736.032     -7.968      0.000   -1.72e+04   -1.04e+04
room_type_Deluxe Junior Suite                                                                                                               -4.109e+04   5346.734     -7.685      0.000   -5.16e+04   -3.06e+04
room_type_Deluxe King Room                                                                                                                  -4.119e+04   5367.767     -7.673      0.000   -5.17e+04   -3.07e+04
room_type_Deluxe King Room with Kudamm View                                                                                                 -4.121e+04   5366.512     -7.679      0.000   -5.17e+04   -3.07e+04
room_type_Deluxe King Studio                                                                                                                -4.144e+04   5368.265     -7.720      0.000    -5.2e+04   -3.09e+04
room_type_Deluxe One-Bedroom Suite                                                                                                          -1.958e+05   2.55e+04     -7.683      0.000   -2.46e+05   -1.46e+05
room_type_Deluxe Premium Room                                                                                                               -4.106e+04   5366.555     -7.651      0.000   -5.16e+04   -3.05e+04
room_type_Deluxe Queen Suite                                                                                                                -1.063e+05   1.38e+04     -7.700      0.000   -1.33e+05   -7.92e+04
room_type_Deluxe Room with 2 Double Beds                                                                                                    -4.119e+04   5368.130     -7.674      0.000   -5.17e+04   -3.07e+04
room_type_Deluxe Room with Two Double Beds                                                                                                   9.013e+04   1.17e+04      7.697      0.000    6.72e+04    1.13e+05
room_type_Deluxe Room, 1 King                                                                                                                -2.27e+05   2.96e+04     -7.676      0.000   -2.85e+05   -1.69e+05
room_type_Deluxe Room, Guest room, 2 Double, Family Room, Balcony                                                                            1.448e+05   1.88e+04      7.688      0.000    1.08e+05    1.82e+05
room_type_Deluxe Single Room                                                                                                                -4.086e+04   5370.655     -7.608      0.000   -5.14e+04   -3.03e+04
room_type_Deluxe Studio                                                                                                                     -4.171e+04   5368.813     -7.770      0.000   -5.22e+04   -3.12e+04
room_type_Deluxe Studio, 1 Queen Bed and Sofa Bed                                                                                            6.378e+05    8.3e+04      7.683      0.000    4.75e+05    8.01e+05
room_type_Deluxe Suite                                                                                                                      -4.149e+04   5368.921     -7.727      0.000    -5.2e+04    -3.1e+04
room_type_Deluxe Triple Room                                                                                                                -4.149e+04   5370.222     -7.726      0.000    -5.2e+04    -3.1e+04
room_type_Deluxe Twin Room                                                                                                                  -4.116e+04   5366.747     -7.669      0.000   -5.17e+04   -3.06e+04
room_type_Deluxe Twin Room, with en suite                                                                                                   -4.726e+04   6138.797     -7.698      0.000   -5.93e+04   -3.52e+04
room_type_Deluxe Two-Bedroom Apartment with Balcony                                                                                         -2.215e+05   2.88e+04     -7.681      0.000   -2.78e+05   -1.65e+05
room_type_Deluxe Two-Bedroom Suite                                                                                                          -4.127e+04   5367.631     -7.689      0.000   -5.18e+04   -3.07e+04
room_type_Design Double Room                                                                                                                -1.466e+05   1.91e+04     -7.686      0.000   -1.84e+05   -1.09e+05
room_type_Dormitory Room (6 People) with Bathroom                                                                                           -4.166e+04   5369.424     -7.759      0.000   -5.22e+04   -3.11e+04
room_type_Double Room                                                                                                                       -4.099e+04   5364.775     -7.642      0.000   -5.15e+04   -3.05e+04
room_type_Double Room (1 Adult)                                                                                                             -4.103e+04   5366.974     -7.645      0.000   -5.16e+04   -3.05e+04
room_type_Double Room (1-2 Adults) - Basic                                                                                                  -5.381e+04   7022.152     -7.663      0.000   -6.76e+04      -4e+04
room_type_Double Room (check-in not possible after 9 p.m.)                                                                                  -5.256e+04   6845.184     -7.679      0.000    -6.6e+04   -3.91e+04
room_type_Double Room - Disability Access                                                                                                   -7.529e+04   9824.351     -7.664      0.000   -9.46e+04    -5.6e+04
room_type_Double Room Cabriole                                                                                                              -3769.1450    488.565     -7.715      0.000   -4726.905   -2811.385
room_type_Double Room for 4 guests with Extra Bed                                                                                           -2.896e+05   3.77e+04     -7.685      0.000   -3.63e+05   -2.16e+05
room_type_Double Room with Extra Bed                                                                                                        -4.118e+04   5364.973     -7.676      0.000   -5.17e+04   -3.07e+04
room_type_Double Room with Garden View                                                                                                      -1.416e+05   1.85e+04     -7.672      0.000   -1.78e+05   -1.05e+05
room_type_Double Room with Private Bathroom                                                                                                 -9.092e+04   1.18e+04     -7.684      0.000   -1.14e+05   -6.77e+04
room_type_Double Room with Private Shower and Shared Toilet                                                                                  -5.67e+04   7365.234     -7.698      0.000   -7.11e+04   -4.23e+04
room_type_Double Room with Shared Bathroom                                                                                                  -4.104e+04   5367.605     -7.645      0.000   -5.16e+04   -3.05e+04
room_type_Double Room with Shared Toilet                                                                                                    -1.339e+05   1.74e+04     -7.673      0.000   -1.68e+05   -9.97e+04
room_type_Double Room with Shower                                                                                                           -1.286e+05   1.67e+04     -7.691      0.000   -1.61e+05   -9.58e+04
room_type_Double Room with Shower and Shared Toilet                                                                                         -4.083e+04   5365.612     -7.609      0.000   -5.13e+04   -3.03e+04
room_type_Double Room with Single Use                                                                                                       -4.084e+04   5365.994     -7.611      0.000   -5.14e+04   -3.03e+04
room_type_Double Room with Sofa Bed                                                                                                         -4.124e+04   5365.211     -7.686      0.000   -5.18e+04   -3.07e+04
room_type_Double Room with Sofa Bed (3 Adults) - Design                                                                                     -4.111e+04   5368.556     -7.657      0.000   -5.16e+04   -3.06e+04
room_type_Double Room with free airport shuttle                                                                                              6.923e+04   9013.629      7.681      0.000    5.16e+04    8.69e+04
room_type_Double Room with patio view                                                                                                        3.639e+05   4.72e+04      7.705      0.000    2.71e+05    4.56e+05
room_type_Double Room with two Extra Beds                                                                                                   -4.111e+04   5368.271     -7.658      0.000   -5.16e+04   -3.06e+04
room_type_Double Standard                                                                                                                   -4.106e+04   5366.254     -7.652      0.000   -5.16e+04   -3.05e+04
room_type_Double Studio                                                                                                                      1.213e+04   1560.071      7.775      0.000    9071.242    1.52e+04
room_type_Double Superior                                                                                                                   -4.136e+04   5368.554     -7.704      0.000   -5.19e+04   -3.08e+04
room_type_Double or Twin Room                                                                                                               -4.097e+04   5364.635     -7.637      0.000   -5.15e+04   -3.05e+04
room_type_Double or Twin Room (1-2 Adults)                                                                                                  -4.112e+04   5385.275     -7.636      0.000   -5.17e+04   -3.06e+04
room_type_Double or Twin Room with City View                                                                                                 4.244e+04   5461.160      7.771      0.000    3.17e+04    5.31e+04
room_type_Double or Twin Room with Shared Bathroom                                                                                          -4.122e+04   5372.047     -7.673      0.000   -5.18e+04   -3.07e+04
room_type_Double or Twin Room with free airport shuttle                                                                                       6.94e+04   9016.827      7.697      0.000    5.17e+04    8.71e+04
room_type_Duo Pop Room                                                                                                                       2.452e+05   3.19e+04      7.680      0.000    1.83e+05    3.08e+05
room_type_Duplex Apartment                                                                                                                   -4.71e+04   6119.507     -7.697      0.000   -5.91e+04   -3.51e+04
room_type_Duplex Family Suite                                                                                                               -1630.5228    207.202     -7.869      0.000   -2036.712   -1224.334
room_type_Duplex Suite                                                                                                                      -3.626e+04   4730.975     -7.663      0.000   -4.55e+04    -2.7e+04
room_type_Duplex Superior                                                                                                                   -1.893e+05   2.46e+04     -7.692      0.000   -2.38e+05   -1.41e+05
room_type_Duplex three bedroom with balcony                                                                                                 -1.856e+05   2.41e+04     -7.692      0.000   -2.33e+05   -1.38e+05
room_type_Economy Double Room                                                                                                               -2.556e+04   3359.667     -7.607      0.000   -3.21e+04    -1.9e+04
room_type_Economy Double or Twin Room                                                                                                       -4.091e+04   5364.970     -7.626      0.000   -5.14e+04   -3.04e+04
room_type_Economy Quadruple Room with Shared Bathroom                                                                                        -4.82e+04   6261.783     -7.697      0.000   -6.05e+04   -3.59e+04
room_type_Economy Single Room With Shared Toilet                                                                                            -4.045e+04   5367.200     -7.537      0.000    -5.1e+04   -2.99e+04
room_type_Economy Triple Room with Shared Toilet                                                                                            -4.101e+04   5366.727     -7.642      0.000   -5.15e+04   -3.05e+04
room_type_Excelsior Suite                                                                                                                     6.05e+04   7914.229      7.644      0.000     4.5e+04     7.6e+04
room_type_Executive Deluxe Studio Suite                                                                                                      3210.8973    434.357      7.392      0.000    2359.405    4062.390
room_type_Executive Double Room                                                                                                              -4.09e+04   5366.076     -7.622      0.000   -5.14e+04   -3.04e+04
room_type_Executive Double or Twin Room                                                                                                      2.622e+05   3.41e+04      7.680      0.000    1.95e+05    3.29e+05
room_type_Executive King Room                                                                                                               -6.072e+04   7916.501     -7.670      0.000   -7.62e+04   -4.52e+04
room_type_Executive Queen Room - Non-Smoking                                                                                                -4.139e+04   5366.967     -7.713      0.000   -5.19e+04   -3.09e+04
room_type_Executive Room                                                                                                                    -9.057e+04   1.18e+04     -7.676      0.000   -1.14e+05   -6.74e+04
room_type_Executive Suite                                                                                                                   -2.983e+05   3.89e+04     -7.673      0.000   -3.74e+05   -2.22e+05
room_type_Executive Suite with Kitchen                                                                                                      -4.152e+04   5370.772     -7.731      0.000    -5.2e+04    -3.1e+04
room_type_Executive Triple Room                                                                                                              2.621e+05   3.41e+04      7.679      0.000    1.95e+05    3.29e+05
room_type_Executive Twin Room                                                                                                                 2.62e+05   3.41e+04      7.674      0.000    1.95e+05    3.29e+05
room_type_Familienzimmer 6 personen                                                                                                         -4.193e+04   5366.381     -7.813      0.000   -5.24e+04   -3.14e+04
room_type_Familiy Room with free airport shuttle                                                                                             6.916e+04   9017.281      7.670      0.000    5.15e+04    8.68e+04
room_type_Family & Friends                                                                                                                  -7.773e+04   1.01e+04     -7.691      0.000   -9.75e+04   -5.79e+04
room_type_Family Apartment                                                                                                                  -4.187e+04   5364.676     -7.804      0.000   -5.24e+04   -3.13e+04
room_type_Family Double Room                                                                                                                -3.771e+05   4.91e+04     -7.684      0.000   -4.73e+05   -2.81e+05
room_type_Family Quadruple Room                                                                                                             -4.154e+04   5364.646     -7.743      0.000   -5.21e+04    -3.1e+04
room_type_Family Room                                                                                                                       -4.166e+04   5364.423     -7.766      0.000   -5.22e+04   -3.11e+04
room_type_Family Room (2 Adults + 2 Children)                                                                                               -4.125e+04   5365.207     -7.688      0.000   -5.18e+04   -3.07e+04
room_type_Family Room (2 Adults + 3 Children)                                                                                               -4.173e+04   5367.431     -7.775      0.000   -5.23e+04   -3.12e+04
room_type_Family Room (3 Adults)                                                                                                            -4.124e+04   5365.252     -7.686      0.000   -5.18e+04   -3.07e+04
room_type_Family Room (4 Adults)                                                                                                            -4.166e+04   5367.323     -7.762      0.000   -5.22e+04   -3.11e+04
room_type_Family Room (5 Adults)                                                                                                              -4.2e+04   5365.332     -7.829      0.000   -5.25e+04   -3.15e+04
room_type_Family Room (5 Person)                                                                                                             6634.9615    908.868      7.300      0.000    4853.261    8416.662
room_type_Family Room with Balcony                                                                                                          -4.175e+04   5366.580     -7.779      0.000   -5.23e+04   -3.12e+04
room_type_Family Room with Balcony and Shared Bathroom                                                                                      -4.108e+04   5365.756     -7.657      0.000   -5.16e+04   -3.06e+04
room_type_Family Room with Bath                                                                                                             -4.212e+04   5366.079     -7.850      0.000   -5.26e+04   -3.16e+04
room_type_Family Room with Bathroom                                                                                                         -4.165e+04   5367.731     -7.759      0.000   -5.22e+04   -3.11e+04
room_type_Family Room with Private Bathroom                                                                                                 -4.173e+04   5364.994     -7.779      0.000   -5.22e+04   -3.12e+04
room_type_Family Room with Shared Bathroom                                                                                                  -1.547e+05   2.01e+04     -7.699      0.000   -1.94e+05   -1.15e+05
room_type_Family Room with Shower                                                                                                           -4.154e+04   5365.436     -7.742      0.000   -5.21e+04    -3.1e+04
room_type_Family Room with Sofa (5 Person)                                                                                                   6587.5858    909.763      7.241      0.000    4804.131    8371.040
room_type_Family Room with Terrace                                                                                                          -2.249e+05   2.92e+04     -7.689      0.000   -2.82e+05   -1.68e+05
room_type_Family Studio                                                                                                                     -4.118e+04   5367.108     -7.673      0.000   -5.17e+04   -3.07e+04
room_type_Family Suite                                                                                                                      -4.088e+04   5365.003     -7.620      0.000   -5.14e+04   -3.04e+04
room_type_Family Suite (4 Adults)                                                                                                            1.773e+04   2365.919      7.495      0.000    1.31e+04    2.24e+04
room_type_Family Suite with Balcony - Shared Bathroom                                                                                       -4.116e+04   5365.120     -7.673      0.000   -5.17e+04   -3.06e+04
room_type_Family room Standard                                                                                                               -4.12e+04   5364.942     -7.679      0.000   -5.17e+04   -3.07e+04
room_type_Five-Bedroom House                                                                                                                -1.133e+05   1.48e+04     -7.666      0.000   -1.42e+05   -8.43e+04
room_type_Four-Bedroom Apartment                                                                                                             2.248e+04   2858.780      7.862      0.000    1.69e+04    2.81e+04
room_type_Gold King                                                                                                                          1.559e+05   2.03e+04      7.681      0.000    1.16e+05    1.96e+05
room_type_Gold Suite Terrace                                                                                                                 2.776e+05   3.59e+04      7.737      0.000    2.07e+05    3.48e+05
room_type_Grand Deluxe Room                                                                                                                 -1.398e+05   1.82e+04     -7.669      0.000   -1.76e+05   -1.04e+05
room_type_Guest Room, 1 King                                                                                                                 1.019e+05   1.33e+04      7.686      0.000    7.59e+04    1.28e+05
room_type_Holiday Home                                                                                                                      -1.413e+05   1.84e+04     -7.687      0.000   -1.77e+05   -1.05e+05
room_type_Junior Suite                                                                                                                      -4.151e+04   5365.247     -7.736      0.000    -5.2e+04    -3.1e+04
room_type_Junior Suite (2 Adults + 1 Child)                                                                                                  1.979e+04   2367.762      8.360      0.000    1.52e+04    2.44e+04
room_type_Junior Suite (2 Adults + 2 Children)                                                                                               2.005e+04   2367.739      8.468      0.000    1.54e+04    2.47e+04
room_type_Junior Suite Quadruple                                                                                                             1.368e+05   1.78e+04      7.692      0.000    1.02e+05    1.72e+05
room_type_Junior Suite with Extra Bed                                                                                                       -4.115e+04   5369.106     -7.664      0.000   -5.17e+04   -3.06e+04
room_type_King Room                                                                                                                          -4.14e+04   5351.188     -7.737      0.000   -5.19e+04   -3.09e+04
room_type_King Room - Iconic View                                                                                                            6.787e+05   8.83e+04      7.684      0.000    5.06e+05    8.52e+05
room_type_King Room with Courtyard View                                                                                                     -4.155e+04   5371.644     -7.736      0.000   -5.21e+04    -3.1e+04
room_type_King Room with View                                                                                                               -2.089e+04   2727.073     -7.658      0.000   -2.62e+04   -1.55e+04
room_type_King Studio                                                                                                                       -1.363e+05   1.77e+04     -7.684      0.000   -1.71e+05   -1.01e+05
room_type_King Suite                                                                                                                        -4.601e+04   5978.366     -7.697      0.000   -5.77e+04   -3.43e+04
room_type_King Suite with Sofa Bed                                                                                                          -4.078e+04   5366.212     -7.600      0.000   -5.13e+04   -3.03e+04
room_type_Large Family Room                                                                                                                 -1.103e+05   1.44e+04     -7.685      0.000   -1.38e+05   -8.22e+04
room_type_Large Triple Room                                                                                                                 -2.557e+04   3333.622     -7.670      0.000   -3.21e+04    -1.9e+04
room_type_Large Two-Room Apartment                                                                                                          -4.134e+04   5366.247     -7.704      0.000   -5.19e+04   -3.08e+04
room_type_Locke Room                                                                                                                        -1.814e+05   2.36e+04     -7.675      0.000   -2.28e+05   -1.35e+05
room_type_Locke Studio                                                                                                                       4.538e+04   5872.117      7.728      0.000    3.39e+04    5.69e+04
room_type_Loft                                                                                                                              -5533.8641    741.953     -7.459      0.000   -6988.352   -4079.376
room_type_Luxury King Room                                                                                                                  -1.419e+05   1.85e+04     -7.671      0.000   -1.78e+05   -1.06e+05
room_type_Luxury Studio Suite                                                                                                                3131.0202    436.624      7.171      0.000    2275.084    3986.957
room_type_Maisonette                                                                                                                        -3.145e+05   4.09e+04     -7.693      0.000   -3.95e+05   -2.34e+05
room_type_Management Suite                                                                                                                  -3.207e+05   4.18e+04     -7.675      0.000   -4.03e+05   -2.39e+05
room_type_Melia Room                                                                                                                         1.813e+05   2.36e+04      7.682      0.000    1.35e+05    2.28e+05
room_type_One Bedroom Apartment with Internal Balcony                                                                                       -4.171e+04   5369.291     -7.767      0.000   -5.22e+04   -3.12e+04
room_type_One Bedroom Apartment with sofa bed                                                                                               -6.257e+04   8124.708     -7.701      0.000   -7.85e+04   -4.66e+04
room_type_One-Bedroom Apartment                                                                                                             -4.148e+04   5365.524     -7.731      0.000    -5.2e+04    -3.1e+04
room_type_One-Bedroom Apartment (2 Adults)                                                                                                   1.816e+04   2366.343      7.676      0.000    1.35e+04    2.28e+04
room_type_One-Bedroom Apartment (2 Adults) - Twin                                                                                            1.768e+04   2365.873      7.472      0.000     1.3e+04    2.23e+04
room_type_One-Bedroom Apartment (4 Adults)                                                                                                   2.205e+04   2865.132      7.695      0.000    1.64e+04    2.77e+04
room_type_One-Bedroom Apartment (4 People)                                                                                                  -4.083e+04   5373.450     -7.598      0.000   -5.14e+04   -3.03e+04
room_type_One-Bedroom Apartment - 6th Floor                                                                                                 -6.388e+04   8310.125     -7.687      0.000   -8.02e+04   -4.76e+04
room_type_One-Bedroom Apartment with Balcony Tulpe - Ringbahnstraße 70, 12099 Berlin                                                        -2.848e+05   3.71e+04     -7.685      0.000   -3.57e+05   -2.12e+05
room_type_One-Bedroom Apartment with Sofa Bed                                                                                               -1.248e+05   1.62e+04     -7.689      0.000   -1.57e+05    -9.3e+04
room_type_One-Bedroom Apartment with Terrace                                                                                                 -2.98e+05   3.87e+04     -7.693      0.000   -3.74e+05   -2.22e+05
room_type_One-Bedroom Suite                                                                                                                 -4.118e+04   5365.970     -7.675      0.000   -5.17e+04   -3.07e+04
room_type_One-Bedroom Suite (3 Adults)                                                                                                       1.771e+04   2365.345      7.487      0.000    1.31e+04    2.23e+04
room_type_One-Bedroom Suite L                                                                                                               -2.555e+05   3.33e+04     -7.682      0.000   -3.21e+05    -1.9e+05
room_type_One-Bedroom Suite XL                                                                                                              -2.556e+05   3.33e+04     -7.683      0.000   -3.21e+05    -1.9e+05
room_type_One-Bedroom Suite with Double Bed                                                                                                  1.901e+04   2488.275      7.639      0.000    1.41e+04    2.39e+04
room_type_Penthouse Apartment                                                                                                                -3.09e+05   4.02e+04     -7.687      0.000   -3.88e+05    -2.3e+05
room_type_Petit Barquillo                                                                                                                    1.695e+04   2166.874      7.824      0.000    1.27e+04    2.12e+04
room_type_Premium Double Room                                                                                                                9.181e+04   1.19e+04      7.700      0.000    6.84e+04    1.15e+05
room_type_Premium Double or Twin Room                                                                                                       -6.307e+04   8570.383     -7.359      0.000   -7.99e+04   -4.63e+04
room_type_Premium Guest Room                                                                                                                -1.347e+04   1736.457     -7.756      0.000   -1.69e+04   -1.01e+04
room_type_Premium King Room                                                                                                                 -4.077e+04   5368.610     -7.593      0.000   -5.13e+04   -3.02e+04
room_type_Premium King Room with Sofa Bed                                                                                                    1.273e+05   1.66e+04      7.678      0.000    9.48e+04     1.6e+05
room_type_Premium Room                                                                                                                      -4.102e+04   5365.820     -7.644      0.000   -5.15e+04   -3.05e+04
room_type_Premium Studio                                                                                                                    -2.342e+05   3.05e+04     -7.676      0.000   -2.94e+05   -1.74e+05
room_type_Premium Superior Room                                                                                                             -4.157e+04   5369.006     -7.742      0.000   -5.21e+04    -3.1e+04
room_type_Privilege Double Room with extra Bed                                                                                              -4.119e+04   5366.228     -7.676      0.000   -5.17e+04   -3.07e+04
room_type_Privilege Room                                                                                                                    -5.654e+04   7382.542     -7.658      0.000    -7.1e+04   -4.21e+04
room_type_Quadruple                                                                                                                         -4.661e+05   6.06e+04     -7.685      0.000   -5.85e+05   -3.47e+05
room_type_Quadruple (4 Adults)                                                                                                               8.159e+04   1.06e+04      7.678      0.000    6.08e+04    1.02e+05
room_type_Quadruple Room                                                                                                                     -4.15e+04   5364.536     -7.736      0.000    -5.2e+04    -3.1e+04
room_type_Quadruple Room - Non-Smoking                                                                                                      -2.073e+05    2.7e+04     -7.692      0.000    -2.6e+05   -1.54e+05
room_type_Quadruple Room - Top Floor                                                                                                         4.392e+04   5726.062      7.670      0.000    3.27e+04    5.51e+04
room_type_Quadruple Room Ensuite                                                                                                            -9.222e+04    1.2e+04     -7.692      0.000   -1.16e+05   -6.87e+04
room_type_Quadruple Room with Bath                                                                                                           -4.15e+04   5367.817     -7.732      0.000    -5.2e+04    -3.1e+04
room_type_Quadruple Room with Bathroom                                                                                                      -4.171e+04   5365.608     -7.774      0.000   -5.22e+04   -3.12e+04
room_type_Quadruple Room with Garden View                                                                                                   -4.166e+04   5366.023     -7.763      0.000   -5.22e+04   -3.11e+04
room_type_Quadruple Room with Private Bathroom                                                                                              -4.162e+04   5365.334     -7.757      0.000   -5.21e+04   -3.11e+04
room_type_Quadruple Room with Shared Bathroom                                                                                               -1.614e+05    2.1e+04     -7.701      0.000   -2.02e+05    -1.2e+05
room_type_Quadruple Room with Shower                                                                                                         1.147e+05   1.49e+04      7.680      0.000    8.54e+04    1.44e+05
room_type_Quartet Room                                                                                                                       2.452e+05   3.19e+04      7.681      0.000    1.83e+05    3.08e+05
room_type_Queen Family Room                                                                                                                 -4.114e+04   5371.288     -7.659      0.000   -5.17e+04   -3.06e+04
room_type_Queen Family Room with City View                                                                                                  -4.086e+04   5370.082     -7.609      0.000   -5.14e+04   -3.03e+04
room_type_Queen Room                                                                                                                        -4.127e+04   5365.661     -7.692      0.000   -5.18e+04   -3.08e+04
room_type_Queen Room - Mobility Access                                                                                                      -4.091e+04   5369.789     -7.618      0.000   -5.14e+04   -3.04e+04
room_type_Queen Room with Shared Bathroom                                                                                                   -1.818e+05   2.36e+04     -7.686      0.000   -2.28e+05   -1.35e+05
room_type_Queen Studio                                                                                                                      -1.364e+05   1.77e+04     -7.694      0.000   -1.71e+05   -1.02e+05
room_type_Quintiple Room                                                                                                                    -1.072e+05   1.39e+04     -7.704      0.000   -1.34e+05   -7.99e+04
room_type_Quintuple Room                                                                                                                    -4.162e+04   5364.871     -7.759      0.000   -5.21e+04   -3.11e+04
room_type_Room with 5 Beds                                                                                                                  -4.156e+04   5369.081     -7.741      0.000   -5.21e+04    -3.1e+04
room_type_Room with 6 beds and Private Bathroom                                                                                              4.815e+05   6.28e+04      7.672      0.000    3.58e+05    6.05e+05
room_type_Room with King Size bed                                                                                                            1.995e+05   2.59e+04      7.693      0.000    1.49e+05     2.5e+05
room_type_Room with One Queen Bed and One Bunk Bed                                                                                          -4.115e+04   5365.580     -7.668      0.000   -5.17e+04   -3.06e+04
room_type_Room with Queen Size Bed                                                                                                            5.53e+04   7168.550      7.714      0.000    4.12e+04    6.94e+04
room_type_Side-Car Room                                                                                                                      7.586e+05   9.88e+04      7.679      0.000    5.65e+05    9.52e+05
room_type_Single Bed in 6-Bed Dormitory Room                                                                                                -4.062e+04   5365.543     -7.571      0.000   -5.11e+04   -3.01e+04
room_type_Single Room                                                                                                                       -4.086e+04   5365.110     -7.616      0.000   -5.14e+04   -3.03e+04
room_type_Single Room - En Suite                                                                                                             2.679e+05   3.48e+04      7.689      0.000       2e+05    3.36e+05
room_type_Single Room with Private Shower and Shared Toilet                                                                                 -5.625e+04   7365.259     -7.637      0.000   -7.07e+04   -4.18e+04
room_type_Single Studio                                                                                                                     -3.883e+04   5100.600     -7.613      0.000   -4.88e+04   -2.88e+04
room_type_Six-Bed Room                                                                                                                      -7.908e+04   1.02e+04     -7.719      0.000   -9.92e+04    -5.9e+04
room_type_Small Double Room                                                                                                                 -4.083e+04   5365.495     -7.610      0.000   -5.14e+04   -3.03e+04
room_type_Small Double Room with Shared Bathroom                                                                                            -1.872e+05   2.44e+04     -7.680      0.000   -2.35e+05   -1.39e+05
room_type_Small Family Room                                                                                                                 -1.104e+05   1.44e+04     -7.687      0.000   -1.39e+05   -8.22e+04
room_type_Small Single Room                                                                                                                  8.477e+04    1.1e+04      7.696      0.000    6.32e+04    1.06e+05
room_type_Small Single Room with Private External Bathroom                                                                                   1.082e+05   1.41e+04      7.687      0.000    8.06e+04    1.36e+05
room_type_Standard Apartment                                                                                                                -4.107e+04   5366.814     -7.653      0.000   -5.16e+04   -3.05e+04
room_type_Standard Double                                                                                                                    6.395e+04   8283.780      7.720      0.000    4.77e+04    8.02e+04
room_type_Standard Double Room                                                                                                              -4.102e+04   5364.949     -7.645      0.000   -5.15e+04   -3.05e+04
room_type_Standard Double Room (2 persons )                                                                                                  1.201e+05   1.56e+04      7.685      0.000    8.95e+04    1.51e+05
room_type_Standard Double Room 14m2                                                                                                         -2.637e+04   3455.446     -7.630      0.000   -3.31e+04   -1.96e+04
room_type_Standard Double Room with One Bunk Bed                                                                                             1.254e+05   1.63e+04      7.680      0.000    9.34e+04    1.57e+05
room_type_Standard Double Room with Sofa Bed                                                                                                 1.359e+05   1.77e+04      7.682      0.000    1.01e+05    1.71e+05
room_type_Standard Double Room with free parking                                                                                             4.911e+05   6.39e+04      7.681      0.000    3.66e+05    6.16e+05
room_type_Standard Double Room without Window                                                                                                1.626e+06   2.12e+05      7.682      0.000    1.21e+06    2.04e+06
room_type_Standard Double or Twin Room                                                                                                      -4.117e+04   5365.684     -7.673      0.000   -5.17e+04   -3.07e+04
room_type_Standard Double or Twin Room with Extra Bed                                                                                       -4.107e+04   5366.452     -7.653      0.000   -5.16e+04   -3.05e+04
room_type_Standard Family Room                                                                                                              -4.169e+04   5366.741     -7.767      0.000   -5.22e+04   -3.12e+04
room_type_Standard Family Suite with Two Connecting Rooms                                                                                   -4.111e+04   5370.972     -7.653      0.000   -5.16e+04   -3.06e+04
room_type_Standard King Room                                                                                                                -4.125e+04   5368.207     -7.684      0.000   -5.18e+04   -3.07e+04
room_type_Standard New Style Room                                                                                                            1.221e+05   1.59e+04      7.684      0.000    9.09e+04    1.53e+05
room_type_Standard Quadruple Room                                                                                                           -4.135e+04   5364.995     -7.707      0.000   -5.19e+04   -3.08e+04
room_type_Standard Queen Room                                                                                                               -4.085e+04   5367.029     -7.611      0.000   -5.14e+04   -3.03e+04
room_type_Standard Queen Room with Sofa Bed                                                                                                 -4.111e+04   5365.917     -7.661      0.000   -5.16e+04   -3.06e+04
room_type_Standard Room                                                                                                                     -4.158e+04   5365.579     -7.749      0.000   -5.21e+04   -3.11e+04
room_type_Standard Room with double bed and sofa                                                                                            -4.162e+04   5365.446     -7.758      0.000   -5.21e+04   -3.11e+04
room_type_Standard Single Room                                                                                                              -4.074e+04   5366.031     -7.593      0.000   -5.13e+04   -3.02e+04
room_type_Standard Single Room with Shared Bathroom                                                                                         -4.092e+04   5371.593     -7.617      0.000   -5.14e+04   -3.04e+04
room_type_Standard Studio                                                                                                                   -4.136e+04   5366.448     -7.707      0.000   -5.19e+04   -3.08e+04
room_type_Standard Studio (2 Adults)                                                                                                         2.363e+05   3.08e+04      7.675      0.000    1.76e+05    2.97e+05
room_type_Standard Suite with One Double Bed and One Sofa                                                                                    4.623e+05   6.02e+04      7.683      0.000    3.44e+05     5.8e+05
room_type_Standard Suite with Twin Beds and Sofa Bed                                                                                         4.621e+05   6.02e+04      7.680      0.000    3.44e+05     5.8e+05
room_type_Standard Triple Room                                                                                                               -4.14e+04   5364.673     -7.717      0.000   -5.19e+04   -3.09e+04
room_type_Standard Triple Room with 2 Single Beds and Sofa Bed                                                                              -4.117e+04   5369.751     -7.666      0.000   -5.17e+04   -3.06e+04
room_type_Standard Triple Studio                                                                                                            -4.165e+04   5365.986     -7.761      0.000   -5.22e+04   -3.11e+04
room_type_Standard Twin Room                                                                                                                -4.126e+04   5365.566     -7.690      0.000   -5.18e+04   -3.07e+04
room_type_Standard Twin Room with One Bunk Bed                                                                                               1.252e+05   1.63e+04      7.669      0.000    9.32e+04    1.57e+05
room_type_Streetlife & Big                                                                                                                  -7.758e+04   1.01e+04     -7.675      0.000   -9.74e+04   -5.78e+04
room_type_Studio                                                                                                                            -4.092e+04   5370.103     -7.619      0.000   -5.14e+04   -3.04e+04
room_type_Studio (2 Adults)                                                                                                                  2.169e+04   2868.468      7.562      0.000    1.61e+04    2.73e+04
room_type_Studio (3 Adults)                                                                                                                 -4.145e+04   5366.456     -7.725      0.000    -5.2e+04   -3.09e+04
room_type_Studio Apartment                                                                                                                  -4.141e+04   5367.074     -7.716      0.000   -5.19e+04   -3.09e+04
room_type_Studio Apartment G.B.                                                                                                              -5.52e+04   7169.830     -7.698      0.000   -6.93e+04   -4.11e+04
room_type_Studio Apartment with Balcony (4 Adults)                                                                                          -9.126e+04   1.18e+04     -7.702      0.000   -1.14e+05    -6.8e+04
room_type_Studio Deluxe                                                                                                                      7.689e+04      1e+04      7.673      0.000    5.72e+04    9.65e+04
room_type_Studio Double Double                                                                                                              -4.104e+04   5372.325     -7.639      0.000   -5.16e+04   -3.05e+04
room_type_Studio Triple                                                                                                                      7.355e+05   9.57e+04      7.683      0.000    5.48e+05    9.23e+05
room_type_Studio für 3 Personen                                                                                                              1.132e+04   1469.600      7.704      0.000    8440.660    1.42e+04
room_type_Studio with Balcony                                                                                                               -4.101e+04   5366.985     -7.642      0.000   -5.15e+04   -3.05e+04
room_type_Studio with Garden View                                                                                                           -4.173e+04   5367.659     -7.773      0.000   -5.22e+04   -3.12e+04
room_type_Studio with Sofa Bed                                                                                                              -1.248e+05   1.62e+04     -7.688      0.000   -1.57e+05   -9.29e+04
room_type_Studio with Terrace                                                                                                               -1.008e+05   1.31e+04     -7.697      0.000   -1.26e+05   -7.51e+04
room_type_Suite                                                                                                                              -4.09e+04   5367.992     -7.619      0.000   -5.14e+04   -3.04e+04
room_type_Suite Collection Two-Bedrooms                                                                                                     -9668.5301   1281.597     -7.544      0.000   -1.22e+04   -7156.151
room_type_Suite Exécutive                                                                                                                    1.518e+04   2005.468      7.571      0.000    1.13e+04    1.91e+04
room_type_Suite Family Room                                                                                                                  9.139e+04   1.19e+04      7.665      0.000     6.8e+04    1.15e+05
room_type_Suite with Extra Bed (2 Adults + 2 Children)                                                                                       2.209e+05   2.88e+04      7.682      0.000    1.64e+05    2.77e+05
room_type_Suite with Extra Bed (4 Adults)                                                                                                    2.209e+05   2.88e+04      7.681      0.000    1.64e+05    2.77e+05
room_type_Suite with Sofa Bed                                                                                                               -2.353e+05   3.06e+04     -7.683      0.000   -2.95e+05   -1.75e+05
room_type_Suite with separate kitchen                                                                                                       -4.109e+04   5366.007     -7.657      0.000   -5.16e+04   -3.06e+04
room_type_Suite with sofa bed & balcony                                                                                                     -2.354e+05   3.06e+04     -7.687      0.000   -2.95e+05   -1.75e+05
room_type_Superior - Boudoir with Jacuzzi                                                                                                   -5896.1968    814.947     -7.235      0.000   -7493.779   -4298.615
room_type_Superior Apartment                                                                                                                -4.167e+04   5365.554     -7.765      0.000   -5.22e+04   -3.11e+04
room_type_Superior Deluxe Double Room                                                                                                       -1.557e+05   2.03e+04     -7.659      0.000   -1.96e+05   -1.16e+05
room_type_Superior Double Room                                                                                                              -4.125e+04   5366.276     -7.688      0.000   -5.18e+04   -3.07e+04
room_type_Superior Double Room - Disability Access                                                                                           7.359e+05   9.57e+04      7.687      0.000    5.48e+05    9.24e+05
room_type_Superior Double Room with Extra Bed                                                                                               -4.148e+04   5368.138     -7.728      0.000    -5.2e+04    -3.1e+04
room_type_Superior Double Room with Internal View                                                                                            7.355e+05   9.57e+04      7.683      0.000    5.48e+05    9.23e+05
room_type_Superior Double Room with Sofabed                                                                                                  2.146e+05   2.79e+04      7.696      0.000     1.6e+05    2.69e+05
room_type_Superior Double or Twin Room                                                                                                      -4.137e+04   5367.052     -7.708      0.000   -5.19e+04   -3.08e+04
room_type_Superior Duplex Three-Bedroom Apartment with Garden View                                                                          -1.498e+05   1.95e+04     -7.670      0.000   -1.88e+05   -1.12e+05
room_type_Superior Family Room                                                                                                               1.034e+05   1.35e+04      7.677      0.000     7.7e+04     1.3e+05
room_type_Superior King Room                                                                                                                -4.078e+04   5338.859     -7.639      0.000   -5.13e+04   -3.03e+04
room_type_Superior King Room with Sofa Bed - Larger Guest Room                                                                               -4.14e+04   5368.461     -7.712      0.000   -5.19e+04   -3.09e+04
room_type_Superior King or Twin Room                                                                                                        -4.218e+04   5367.300     -7.858      0.000   -5.27e+04   -3.17e+04
room_type_Superior Quadruple Room                                                                                                           -3.583e+04   4650.337     -7.705      0.000   -4.49e+04   -2.67e+04
room_type_Superior Queen Room with Queen Bed and Garden View                                                                                 8.869e+04   1.15e+04      7.688      0.000    6.61e+04    1.11e+05
room_type_Superior Queen Room with Two Queen Beds                                                                                            1.037e+05   1.35e+04      7.696      0.000    7.73e+04     1.3e+05
room_type_Superior Room                                                                                                                     -4.088e+04   5367.477     -7.617      0.000   -5.14e+04   -3.04e+04
room_type_Superior Room with 1 Queen Bed + 1 Sofa Bed                                                                                        2.096e+05   2.73e+04      7.683      0.000    1.56e+05    2.63e+05
room_type_Superior Room with 1 Queen size bed + convertible sofa                                                                             1.693e+05   2.21e+04      7.677      0.000    1.26e+05    2.13e+05
room_type_Superior Room with One Double Bed and One Single Bed                                                                               4.657e+05   6.06e+04      7.681      0.000    3.47e+05    5.85e+05
room_type_Superior Studio                                                                                                                   -4.153e+04   5365.367     -7.740      0.000    -5.2e+04    -3.1e+04
room_type_Superior Studio (3 Adults)                                                                                                         2.174e+04   2865.420      7.587      0.000    1.61e+04    2.74e+04
room_type_Superior Suite                                                                                                                    -4.142e+04   5368.364     -7.716      0.000   -5.19e+04   -3.09e+04
room_type_Superior Suite, 1 Bedroom Suite, 1 King                                                                                           -2.148e+05    2.8e+04     -7.671      0.000    -2.7e+05    -1.6e+05
room_type_Superior Triple Room                                                                                                              -8.984e+04   1.17e+04     -7.694      0.000   -1.13e+05   -6.69e+04
room_type_Superior Twin Room                                                                                                                -4.146e+04   5367.488     -7.725      0.000    -5.2e+04   -3.09e+04
room_type_Superior Twin Room with Internal View                                                                                              7.353e+05   9.57e+04      7.681      0.000    5.48e+05    9.23e+05
room_type_Superior double or twin with street view or courtyard                                                                              1.136e+05   1.48e+04      7.669      0.000    8.45e+04    1.43e+05
room_type_Suprême Family room                                                                                                               -6.625e+04   8570.527     -7.730      0.000   -8.31e+04   -4.95e+04
room_type_Tent                                                                                                                              -9.931e+04   1.29e+04     -7.689      0.000   -1.25e+05    -7.4e+04
room_type_Three-Bedroom Apartment                                                                                                           -4.189e+04   5366.543     -7.806      0.000   -5.24e+04   -3.14e+04
room_type_Three-Bedroom Apartment with Terrace                                                                                              -4.798e+04   6219.688     -7.715      0.000   -6.02e+04   -3.58e+04
room_type_Three-Bedroom House                                                                                                               -2.178e+05   2.83e+04     -7.690      0.000   -2.73e+05   -1.62e+05
room_type_Three-Bedroom Premium Apartment with Balcony                                                                                      -1.649e+05   2.15e+04     -7.676      0.000   -2.07e+05   -1.23e+05
room_type_Three-Bedroom Suite                                                                                                               -4.142e+04   5365.977     -7.718      0.000   -5.19e+04   -3.09e+04
room_type_Three-Bedroom Villa                                                                                                               -1.259e+05   1.64e+04     -7.691      0.000   -1.58e+05   -9.38e+04
room_type_Traditional Double Room                                                                                                            1.363e+05   1.78e+04      7.666      0.000    1.01e+05    1.71e+05
room_type_Triple Cabin                                                                                                                      -4.166e+04   5366.158     -7.763      0.000   -5.22e+04   -3.11e+04
room_type_Triple Room                                                                                                                       -4.138e+04   5364.654     -7.714      0.000   -5.19e+04   -3.09e+04
room_type_Triple Room (3 Adults)                                                                                                            -4.125e+04   5366.100     -7.687      0.000   -5.18e+04   -3.07e+04
room_type_Triple Room - Single Beds                                                                                                         -4.163e+04   5365.527     -7.759      0.000   -5.21e+04   -3.11e+04
room_type_Triple Room - Street View                                                                                                          5.028e+04   6551.961      7.674      0.000    3.74e+04    6.31e+04
room_type_Triple Room Ground Floor                                                                                                          -4.075e+04   5366.534     -7.594      0.000   -5.13e+04   -3.02e+04
room_type_Triple Room with 3 Single Beds                                                                                                    -5146.4482    668.994     -7.693      0.000   -6457.911   -3834.986
room_type_Triple Room with Balcony                                                                                                          -1.207e+05   1.57e+04     -7.680      0.000   -1.51e+05   -8.99e+04
room_type_Triple Room with Private Bathroom                                                                                                 -4.126e+04   5366.408     -7.688      0.000   -5.18e+04   -3.07e+04
room_type_Triple Room with Private External Bathroom                                                                                        -1.757e+05   2.29e+04     -7.681      0.000   -2.21e+05   -1.31e+05
room_type_Triple Room with Shared Bathroom                                                                                                  -4.118e+04   5371.971     -7.666      0.000   -5.17e+04   -3.06e+04
room_type_Triple Room with free airport shuttle                                                                                              6.916e+04   9017.033      7.670      0.000    5.15e+04    8.68e+04
room_type_Triple Standard                                                                                                                   -4.097e+04   5365.055     -7.637      0.000   -5.15e+04   -3.05e+04
room_type_Twin Room                                                                                                                         -4.138e+04   5364.760     -7.713      0.000   -5.19e+04   -3.09e+04
room_type_Twin Room with Extra Bed                                                                                                          -1.693e+05    2.2e+04     -7.689      0.000   -2.12e+05   -1.26e+05
room_type_Twin Room with Private External Bathroom                                                                                          -4.091e+04   5365.922     -7.625      0.000   -5.14e+04   -3.04e+04
room_type_Twin Standard                                                                                                                     -9.869e+04   1.29e+04     -7.679      0.000   -1.24e+05   -7.35e+04
room_type_Two Bedroom Apartment with Sofa Bed                                                                                               -6.239e+04   8124.692     -7.679      0.000   -7.83e+04   -4.65e+04
room_type_Two Bedroom The Fine Arts Suite with Terrace                                                                                      -5.874e+04   7870.405     -7.463      0.000   -7.42e+04   -4.33e+04
room_type_Two bedroom apartment with 2 private bathrooms                                                                                    -1.061e+05   1.38e+04     -7.686      0.000   -1.33e+05    -7.9e+04
room_type_Two-Bedroom Apartment                                                                                                              -4.12e+04   5365.272     -7.678      0.000   -5.17e+04   -3.07e+04
room_type_Two-Bedroom Apartment (5 Adults)                                                                                                  -4.142e+04   5369.919     -7.714      0.000   -5.19e+04   -3.09e+04
room_type_Two-Bedroom Apartment (6 People)                                                                                                    6.38e+04   8341.088      7.649      0.000    4.74e+04    8.02e+04
room_type_Two-Bedroom Apartment - Bundesallee 203                                                                                           -8.969e+04   1.17e+04     -7.679      0.000   -1.13e+05   -6.68e+04
room_type_Two-Bedroom Apartment I                                                                                                           -1.379e+04   1744.511     -7.903      0.000   -1.72e+04   -1.04e+04
room_type_Two-Bedroom Apartment with Balcony                                                                                                 1.124e+04   1464.880      7.670      0.000    8363.688    1.41e+04
room_type_Two-Bedroom Apartment with Sofa Bed                                                                                               -1.243e+05   1.62e+04     -7.662      0.000   -1.56e+05   -9.25e+04
room_type_Two-Bedroom Corner Suite                                                                                                          -1.508e+05   1.97e+04     -7.659      0.000   -1.89e+05   -1.12e+05
room_type_Two-Bedroom Deluxe Apartment with Balcony                                                                                          -4.14e+04   5366.482     -7.714      0.000   -5.19e+04   -3.09e+04
room_type_Two-Bedroom Family Suite with Terrace                                                                                             -4.959e+04   6434.163     -7.708      0.000   -6.22e+04    -3.7e+04
room_type_Two-Bedroom House                                                                                                                 -4.176e+04   5368.299     -7.779      0.000   -5.23e+04   -3.12e+04
room_type_Two-Bedroom Suite                                                                                                                 -4.112e+04   5365.454     -7.664      0.000   -5.16e+04   -3.06e+04
room_type_Two-Bedroom Suite XXL + terrace                                                                                                   -2.559e+05   3.33e+04     -7.692      0.000   -3.21e+05   -1.91e+05
room_type_Two-Double Adjoining Rooms                                                                                                        -1.067e+04   1368.347     -7.796      0.000   -1.33e+04   -7984.699
room_type_Urban Double Room                                                                                                                  2.138e+05   2.78e+04      7.682      0.000    1.59e+05    2.68e+05
room_type_Villa                                                                                                                              1.222e+05   1.59e+04      7.675      0.000     9.1e+04    1.53e+05
city_London                                                                                                                                 -1.231e+05    1.6e+04     -7.680      0.000   -1.54e+05   -9.16e+04
city_Madrid                                                                                                                                 -7.679e+04      1e+04     -7.665      0.000   -9.64e+04   -5.72e+04
city_Paris                                                                                                                                   -4.07e+04   5317.445     -7.654      0.000   -5.11e+04   -3.03e+04
neighbourhood_11th arr.                                                                                                                     -1.902e+05   2.48e+04     -7.680      0.000   -2.39e+05   -1.42e+05
neighbourhood_12th arr.                                                                                                                     -4.621e+04   6005.758     -7.695      0.000    -5.8e+04   -3.44e+04
neighbourhood_13th arr.                                                                                                                     -7.556e+04   9827.561     -7.689      0.000   -9.48e+04   -5.63e+04
neighbourhood_14th arr.                                                                                                                     -7.254e+04   9452.517     -7.674      0.000   -9.11e+04    -5.4e+04
neighbourhood_15th arr.                                                                                                                     -5.321e+04   6934.075     -7.673      0.000   -6.68e+04   -3.96e+04
neighbourhood_16th arr.                                                                                                                     -2.232e+05   2.91e+04     -7.675      0.000    -2.8e+05   -1.66e+05
neighbourhood_17th arr.                                                                                                                     -1.761e+05   2.29e+04     -7.680      0.000   -2.21e+05   -1.31e+05
neighbourhood_18th arr.                                                                                                                     -2.619e+04   3397.536     -7.708      0.000   -3.28e+04   -1.95e+04
neighbourhood_19th arr.                                                                                                                      7.874e+04   1.03e+04      7.670      0.000    5.86e+04    9.89e+04
neighbourhood_1st arr.                                                                                                                      -1.576e+05   2.05e+04     -7.677      0.000   -1.98e+05   -1.17e+05
neighbourhood_20th arr.                                                                                                                      -3.67e+05   4.78e+04     -7.686      0.000   -4.61e+05   -2.73e+05
neighbourhood_2nd arr.                                                                                                                      -2.728e+05   3.55e+04     -7.694      0.000   -3.42e+05   -2.03e+05
neighbourhood_3rd arr.                                                                                                                      -2.313e+05   3.01e+04     -7.682      0.000    -2.9e+05   -1.72e+05
neighbourhood_4th arr.                                                                                                                      -2.581e+05   3.36e+04     -7.682      0.000   -3.24e+05   -1.92e+05
neighbourhood_5th arr.                                                                                                                       -1.95e+05   2.54e+04     -7.677      0.000   -2.45e+05   -1.45e+05
neighbourhood_6th arr.                                                                                                                      -2.471e+05   3.22e+04     -7.678      0.000    -3.1e+05   -1.84e+05
neighbourhood_7th arr.                                                                                                                      -1.165e+05   1.52e+04     -7.669      0.000   -1.46e+05   -8.67e+04
neighbourhood_8th arr.                                                                                                                      -7.823e+04   1.02e+04     -7.652      0.000   -9.83e+04   -5.82e+04
neighbourhood_9th arr.                                                                                                                      -1.176e+05   1.53e+04     -7.674      0.000   -1.48e+05   -8.76e+04
neighbourhood_Arganzuela                                                                                                                     -1.48e+04   1982.200     -7.465      0.000   -1.87e+04   -1.09e+04
neighbourhood_Barajas                                                                                                                        3.762e+05    4.9e+04      7.679      0.000     2.8e+05    4.72e+05
neighbourhood_Berlin                                                                                                                        -8.406e+04   1.09e+04     -7.708      0.000   -1.05e+05   -6.27e+04
neighbourhood_Brent                                                                                                                         -2.042e+05   2.66e+04     -7.677      0.000   -2.56e+05   -1.52e+05
neighbourhood_Camden                                                                                                                        -6.152e+04   8005.930     -7.684      0.000   -7.72e+04   -4.58e+04
neighbourhood_Carabanchel                                                                                                                   -1.974e+05   2.57e+04     -7.681      0.000   -2.48e+05   -1.47e+05
neighbourhood_Centro                                                                                                                         3.925e+04   5084.549      7.719      0.000    2.93e+04    4.92e+04
neighbourhood_Chamartín                                                                                                                       3.51e+05   4.57e+04      7.686      0.000    2.61e+05    4.41e+05
neighbourhood_Chamberi                                                                                                                      -2.829e+04   3694.072     -7.657      0.000   -3.55e+04    -2.1e+04
neighbourhood_Charlottenburg                                                                                                                  2.72e+05   3.54e+04      7.687      0.000    2.03e+05    3.41e+05
neighbourhood_Charlottenburg-Wilmersdorf                                                                                                     5.407e+04   7040.794      7.680      0.000    4.03e+04    6.79e+04
neighbourhood_Chiswick                                                                                                                      -1.634e+05   2.13e+04     -7.677      0.000   -2.05e+05   -1.22e+05
neighbourhood_City of London                                                                                                                 4.029e+05   5.24e+04      7.684      0.000       3e+05    5.06e+05
neighbourhood_Ciudad Lineal                                                                                                                 -1.578e+05   2.05e+04     -7.678      0.000   -1.98e+05   -1.17e+05
neighbourhood_Ealing                                                                                                                          5.84e+05    7.6e+04      7.683      0.000    4.35e+05    7.33e+05
neighbourhood_Friedrichshain-Kreuzberg                                                                                                       1.865e+05   2.43e+04      7.679      0.000    1.39e+05    2.34e+05
neighbourhood_Fuencarral-El Pardo                                                                                                            1.388e+05    1.8e+04      7.692      0.000    1.03e+05    1.74e+05
neighbourhood_Golders Green                                                                                                                 -1.036e+05   1.35e+04     -7.698      0.000    -1.3e+05   -7.72e+04
neighbourhood_Greenwich                                                                                                                     -9.231e+04    1.2e+04     -7.701      0.000   -1.16e+05   -6.88e+04
neighbourhood_Hackney                                                                                                                        -7.09e+04   9232.006     -7.680      0.000    -8.9e+04   -5.28e+04
neighbourhood_Hammersmith and Fulham                                                                                                        -1.643e+05   2.14e+04     -7.684      0.000   -2.06e+05   -1.22e+05
neighbourhood_Hortaleza                                                                                                                      1.803e+04   2376.473      7.588      0.000    1.34e+04    2.27e+04
neighbourhood_Islington                                                                                                                     -6.855e+04   8918.171     -7.687      0.000    -8.6e+04   -5.11e+04
neighbourhood_Kensington and Chelsea                                                                                                         1.051e+05   1.37e+04      7.696      0.000    7.83e+04    1.32e+05
neighbourhood_Lambeth                                                                                                                        1.537e+05      2e+04      7.673      0.000    1.14e+05    1.93e+05
neighbourhood_Lichtenberg                                                                                                                     2.76e+05    3.6e+04      7.676      0.000    2.06e+05    3.46e+05
neighbourhood_London                                                                                                                        -1.244e+05   1.62e+04     -7.690      0.000   -1.56e+05   -9.27e+04
neighbourhood_Madrid                                                                                                                        -1.703e+05   2.21e+04     -7.694      0.000   -2.14e+05   -1.27e+05
neighbourhood_Marzahn-Hellersdorf                                                                                                            2.209e+04   2884.944      7.658      0.000    1.64e+04    2.77e+04
neighbourhood_Mitte                                                                                                                          4.925e+05   6.41e+04      7.682      0.000    3.67e+05    6.18e+05
neighbourhood_Moncloa-Aravaca                                                                                                                 1.13e+05   1.47e+04      7.699      0.000    8.42e+04    1.42e+05
neighbourhood_Moratalaz                                                                                                                     -1.696e+05   2.21e+04     -7.692      0.000   -2.13e+05   -1.26e+05
neighbourhood_Muswell Hill                                                                                                                  -1.026e+05   1.34e+04     -7.670      0.000   -1.29e+05   -7.64e+04
neighbourhood_Neukölln                                                                                                                      -3.372e+05   4.39e+04     -7.687      0.000   -4.23e+05   -2.51e+05
neighbourhood_Newham                                                                                                                         5.268e+04   6861.573      7.677      0.000    3.92e+04    6.61e+04
neighbourhood_Pankow                                                                                                                         -1.68e+05   2.18e+04     -7.690      0.000   -2.11e+05   -1.25e+05
neighbourhood_Paris                                                                                                                          1.313e+05   1.71e+04      7.682      0.000    9.78e+04    1.65e+05
neighbourhood_Prenzlauer Berg                                                                                                               -2.469e+05   3.21e+04     -7.685      0.000    -3.1e+05   -1.84e+05
neighbourhood_Puente de Vallecas                                                                                                            -2.501e+05   3.25e+04     -7.685      0.000   -3.14e+05   -1.86e+05
neighbourhood_Retiro                                                                                                                        -1.765e+05    2.3e+04     -7.683      0.000   -2.21e+05   -1.31e+05
neighbourhood_Salamanca                                                                                                                      1.036e+05   1.35e+04      7.690      0.000    7.72e+04     1.3e+05
neighbourhood_San Blas                                                                                                                       3.893e+05   5.07e+04      7.683      0.000     2.9e+05    4.89e+05
neighbourhood_Southwark                                                                                                                     -1.163e+05   1.51e+04     -7.684      0.000   -1.46e+05   -8.66e+04
neighbourhood_Spandau                                                                                                                        8.493e+04   1.11e+04      7.682      0.000    6.33e+04    1.07e+05
neighbourhood_Steglitz-Zehlendorf                                                                                                           -1.951e+05   2.54e+04     -7.692      0.000   -2.45e+05   -1.45e+05
neighbourhood_Tempelhof-Schöneberg                                                                                                            1.59e+05   2.07e+04      7.680      0.000    1.18e+05       2e+05
neighbourhood_Tetuan                                                                                                                        -1.939e+05   2.52e+04     -7.685      0.000   -2.43e+05   -1.44e+05
neighbourhood_Tower Hamlets                                                                                                                 -2.772e+04   3603.548     -7.693      0.000   -3.48e+04   -2.07e+04
neighbourhood_Treptow-Köpenick                                                                                                              -2.671e+05   3.48e+04     -7.679      0.000   -3.35e+05   -1.99e+05
neighbourhood_Usera                                                                                                                         -8.236e+04   1.07e+04     -7.702      0.000   -1.03e+05   -6.14e+04
neighbourhood_Villaverde                                                                                                                     -1.65e+05   2.15e+04     -7.691      0.000   -2.07e+05   -1.23e+05
neighbourhood_Walthamstow                                                                                                                    -139.9885     72.695     -1.926      0.054    -282.497       2.520
neighbourhood_Wandsworth                                                                                                                    -1.478e+05   1.92e+04     -7.682      0.000   -1.86e+05    -1.1e+05
neighbourhood_Wembley                                                                                                                       -9.092e+04   1.18e+04     -7.684      0.000   -1.14e+05   -6.77e+04
neighbourhood_Westminster Borough                                                                                                            1.172e+05   1.52e+04      7.707      0.000    8.74e+04    1.47e+05
bed_2.0                                                                                                                                       323.8215     39.881      8.120      0.000     245.640     402.003
bed_3.0                                                                                                                                       255.4411     48.735      5.241      0.000     159.904     350.978
bed_4.0                                                                                                                                       658.9042     60.926     10.815      0.000     539.467     778.341
bed_5.0                                                                                                                                       639.8554     95.454      6.703      0.000     452.732     826.979
bed_6.0                                                                                                                                       715.6177     91.595      7.813      0.000     536.060     895.176
bed_7.0                                                                                                                                     -2.473e+05   3.23e+04     -7.659      0.000   -3.11e+05   -1.84e+05
bed_8.0                                                                                                                                      2.771e+05    3.6e+04      7.700      0.000    2.07e+05    3.48e+05
bed_9.0                                                                                                                                     -2.776e+05   3.62e+04     -7.662      0.000   -3.49e+05   -2.07e+05
bed_10.0                                                                                                                                    -4.985e+04   6720.753     -7.417      0.000    -6.3e+04   -3.67e+04
bed_11.0                                                                                                                                    -2.273e+05   2.97e+04     -7.655      0.000   -2.85e+05   -1.69e+05
bed_12.0                                                                                                                                     2.744e+04   3855.842      7.116      0.000    1.99e+04     3.5e+04
bed_14.0                                                                                                                                    -1.133e+05   1.48e+04     -7.666      0.000   -1.42e+05   -8.43e+04
==============================================================================
Omnibus:                     2978.891   Durbin-Watson:                   1.559
Prob(Omnibus):                  0.000   Jarque-Bera (JB):           512415.651
Skew:                           0.846   Prob(JB):                         0.00
Kurtosis:                      43.948   Cond. No.                     5.46e+20
==============================================================================

Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[2] The smallest eigenvalue is 5.99e-31. This might indicate that there are
strong multicollinearity problems or that the design matrix is singular.

for column in numerical_cols:
    sns.boxplot(x=df[column])
    plt.title(f'Box Plot of {column}')
    plt.show()

what is a box plot?

A box plot is a graphical representation that summarizes the distribution of a set of numerical data. It displays the following five key statistics of the data:

• Minimum: The lowest value in the data set.
• First quartile (Q1): The value that separates the lowest 25% of the data from the higher 75%.
• Median (Q2): The middle value of the data set, when the data is ordered from lowest to highest.
• Third quartile (Q3): The value that separates the lower 75% of the data from the higher 25%.
• Maximum: The highest value in the data set.

The box plot uses these statistics to create a box-shaped element with a line segment inside. Here's a breakdown of the box:

• Bottom line: Represents the minimum value.
• Box: Represents the interquartile range (IQR), which is the difference between Q3 and Q1. The height of the box reflects the spread of the middle 50% of the data.
• Line segment inside the box: Represents the median (Q2).
• Top line: Represents the maximum value.

Additionally, some box plots may include:

• Whiskers: Lines extending from the top and bottom of the box. The whiskers typically extend to the most extreme values in the data that are not considered outliers. There are different rules to define how far whiskers extend, but a common approach is to set them at 1.5 times the IQR from the quartiles.
• Outliers: Data points that fall outside a certain range beyond the whiskers. These are typically represented by individual circles or other symbols.

Here are some of the advantages of using box plots:

• Easy to Interpret: They provide a quick and easy way to visualize the five key statistics of a data set and get a sense of how the data is spread out.
• Identify Skewness: The box plot can reveal if the data is skewed towards one side (positive or negative skew) by the relative position of the median within the box.
• Compare Distributions: You can easily compare the distribution of data across multiple datasets by placing side-by-side box plots.

Here are some limitations to consider with box plots:

• Limited Detail: They don't show the entire distribution of the data, only the five key statistics and outliers (if any).
• Not Ideal for Large Datasets: For very large datasets, the box may become too cluttered with data points, making it difficult to interpret.

Overall, box plots are a valuable tool for exploratory data analysis. They provide a concise way to summarize and visualize the distribution of numerical data.

pivot_table = df.pivot_table(values='price', index='quality_val', columns='nights', aggfunc='mean')

# Plot the heatmap
plt.figure(figsize=(10, 8))
sns.heatmap(pivot_table, annot=True, cmap='coolwarm')
plt.title('Heatmap of Price by Quality and Number of Nights')
plt.xlabel('Number of Nights')
plt.ylabel('Quality')
plt.show()

pivot_table = df.pivot_table(values='dfc', index='quality_val', columns='nights', aggfunc='mean')

plt.figure(figsize=(10, 8))
sns.heatmap(pivot_table, annot=True, cmap='coolwarm')
plt.title('Heatmap of Distance from Center by Quality and Number of Nights')
plt.xlabel('Number of Nights')
plt.ylabel('Quality')
plt.show()

room_type_counts = df['room_type'].value_counts()
sorted_room_type_counts = room_type_counts.sort_values(ascending=False)

plt.figure(figsize=(100, 90))
sns.barplot(x=sorted_room_type_counts.values, y=sorted_room_type_counts.index, palette='viridis')
plt.title('Count of Each Room Type')
plt.xlabel('Count')
plt.ylabel('Room Type')
plt.show()

C:\Users\User\AppData\Local\Temp\ipykernel_21132\3465141228.py:2: FutureWarning: 

Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.

  sns.barplot(x=sorted_room_type_counts.values, y=sorted_room_type_counts.index, palette='viridis')

plt.figure(figsize=(10, 6))
sns.barplot(x=sorted_room_type_counts[:10].values, y=sorted_room_type_counts[:10].index, palette='viridis')
plt.title('Count of Each Room Type')
plt.xlabel('Count')
plt.ylabel('Room Type')
plt.show()

C:\Users\User\AppData\Local\Temp\ipykernel_21132\86838972.py:2: FutureWarning: 

Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.

  sns.barplot(x=sorted_room_type_counts[:10].values, y=sorted_room_type_counts[:10].index, palette='viridis')